ANOVA Method for NLME Demand Models

Compare nested NLME demand models using likelihood ratio tests.

Usage

# S3 method for class 'beezdemand_nlme'
anova(object, ...)

Arguments

object

A beezdemand_nlme model.

...

Additional beezdemand_nlme models to compare.

Value

An object of class anova.beezdemand containing model comparison statistics.

Details

For NLME models, this method delegates to nlme::anova.lme() on the underlying model objects when possible.

Examples

# \donttest{
data(ko)
fit1 <- fit_demand_mixed(ko, y_var = "y_ll4", x_var = "x",
                         id_var = "monkey", equation_form = "zben",
                         random_effects = Q0 ~ 1)
#> Generating starting values using method: 'heuristic'
#> Using heuristic method for starting values.
#> --- Fitting NLME Model ---
#> Equation Form: zben
#> Param Space: log10
#> NLME Formula: y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)
#> Start values (first few): Q0_int=2.27, alpha_int=-3
#> Number of fixed parameters: 2 (Q0: 1, alpha: 1)
fit2 <- fit_demand_mixed(ko, y_var = "y_ll4", x_var = "x",
                         id_var = "monkey", equation_form = "zben",
                         random_effects = Q0 + alpha ~ 1)
#> Generating starting values using method: 'heuristic'
#> Using heuristic method for starting values.
#> --- Fitting NLME Model ---
#> Equation Form: zben
#> Param Space: log10
#> NLME Formula: y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)
#> Start values (first few): Q0_int=2.27, alpha_int=-3
#> Number of fixed parameters: 2 (Q0: 1, alpha: 1)
anova(fit1, fit2)
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Model
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list(NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML",     fitted = structure(c(2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291,     1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361,     2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333,     1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237,     2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563,     0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787,     1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487557, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656,     2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487557, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908,     1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096,     2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21",     "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104",     "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = structure(c(-0.0405460294465181, -0.000898014883109699, 0.00723121572162744, 0.350282860406554, 0.595177712996576, -0.235042348611288, -0.26413944202167, -0.143492554947465, 0.111401148196298, 0.357922054832464, -0.30198913560849, -0.334720508636133,     -0.230129656207266, 0.014491745817673, 0.219924059366463, 0.161768151911076, 0.081560940531169, 0.128892238827321, 0.101641350752398, 0.571699835046146, 0.149145759362083, 0.0928419509066152, 0.111266275945962, 0.214063231024599, 0.162229945471571, -0.0627275895647741, -0.0336905280179374, -0.0635419766594516, -0.0103315722251556, 0.270917743334472, 0.443132987385706, 0.379313226109276, 0.281319578319447, -0.161595311633859, 0.270917743334472, 0.363478137718669, 0.273679644733146, -0.0302605922809551,     -0.161595311633859, 0.0181252902493624, 0.239249613040049, -0.184958200311518, -0.177101147856034, -0.365686220955578, -0.0749469911217923, 0.183818292639466, 0.248856061023304, 0.217833321151671, 0.426671182561048, 0.546880501551059, 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0.380894043332621, 0.259823676409779, 0.0417420653984486, 0.0263908615991306, 0.395675772316056, 0.359192301900496, 0.27577263405352, 0.15984137467162, 0.0492535688868729, -0.38255922120656, 0.397638386977041, 0.407187698436789, 0.0902054478253838, -0.240770936746412, 0.546880501529863, 0.370528527861851, 0.269463160503624, -0.317279771007116, -0.58730482890875,     -0.186896283802384, 0.273793315996865, 0.183018580894913, -0.157579013209429, -0.840097281663844, -0.38255922120656, -0.369484618379843, -0.379532844837342, -0.463407493380072, -0.0946509316637492, 0.492536351108457, -0.339777693905897, -0.34332067890581, -0.360745410496749, -0.0232963846711145, 0.395675772316056, -0.373345039054679, -0.374837724854607, -0.453862211198929, -0.143867333287092, 0.462584029560161, 0.0120058318338714, -0.0444676189144162, 0.0232586603992095, -0.500300517266802, -0.37597698680697,     -0.155391342440341, -0.290242242139731, -0.360745410496749, -0.263044859246646, -0.382559221704964, -0.0861033381329706, -0.181952690466437, -0.353192283791766, -0.219583562298417, 0.316584362096047, 0.304978184532221, 0.2757726342529, -0.230129656201901, -0.500300517266802, -0.186896283584978, 0.205825857777147, 0.0240352253378453, -0.162377894820265, -0.126834640005043, 0.162229945232967, 0.111463033418177, -0.17305897761553, -0.525555072932638, -0.500300517080742, -0.18689628330398), dim = c(135L,     2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81",     "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                                   1
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(        NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML", fitted = structure(c(2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711,     2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634,     1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412,     2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012,     0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157,     1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835,     2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239,     1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674,     2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472,     0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725), dim = c(135L, 2L), dimnames = list(        c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84",         "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = structure(c(-0.0404984368282713, -0.000865777681768432, 0.00722256489155249, 0.350194452778025, 0.595071826660226,     -0.234994755993041, -0.264107204820328, -0.14350120577754, 0.111312740567769, 0.357816168496114, -0.301941542990243, -0.334688271434792, -0.230138307037341, 0.0144033381891437, 0.219818173030113, 0.161815744529323, 0.0815931777325103, 0.128883587997246, 0.101552943123868, 0.571593948709796, 0.14919335198033, 0.0928741881079564, 0.111257625115887, 0.21397482339607, 0.162124059135221, -0.0626799969465273, -0.0336582908165961, -0.0635506274895266, -0.0104199798536848, 0.270811856998122, 0.443180580003953,     0.379345463310617, 0.281310927489372, -0.161683719262389, 0.270811856998122, 0.363525730336916, 0.273711881934487, -0.0302692431110301, -0.161683719262389, 0.0180194039130124, 0.239297205658296, -0.184925963110177, -0.177109798686109, -0.365774628584107, -0.0750528774581423, 0.183865885257713, 0.248888298224645, 0.217824670321596, 0.426582774932519, 0.546774615214709, 0.121552564547937, 0.0991913101139716, 0.138643425130756, 0.303197915522397, 0.0957883552932184, 0.0799116402362072, -0.0336582908165961,     -0.202815190820884, -0.0505366219883054, 0.0957883552932184, 0.44080738020847, 0.431957800508457, 0.348753770059988, 0.27764383024988, 0.219818173030113, 0.380941635740928, 0.259855913441819, 0.0417334145079868, 0.0263024541285914, 0.395569886218309, 0.359239894747333, 0.275804871439201, 0.159832723907296, 0.0491651610863184, -0.382665107802711, 0.397685979576638, 0.40721993562309, 0.090196796989944, -0.240859344360906, 0.546774615214709, 0.370576120270159, 0.269495397535665, -0.317288421897578,     -0.587393236379289, -0.187002169900131, 0.273840908843701, 0.183050818280594, -0.157587663973753, -0.840185689464398, -0.382665107802711, -0.369437025780246, -0.379500607651041, -0.463416144215511, -0.0947393392782432, 0.492430464793304, 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0.440807380089949, 0.431957800126272, 0.348753768983544, 0.277643827885278, 0.219818170748251, 0.38094163583831, 0.259855913515676, 0.0417334145189974, 0.026302454015279, 0.395569886068185, 0.359239894768473, 0.27580487174753, 0.159832724972729, 0.0491651635642318, -0.382665105370725, 0.397685979458116, 0.407219935240904, 0.0901967959135002,     -0.240859346725508, 0.546774612932848, 0.37057612036754, 0.269495397609521, -0.317288421886568, -0.587393236492601, -0.187002170050255, 0.273840908864842, 0.183050818588923, -0.15758766290832, -0.840185686986485, -0.382665105370725, -0.369437025898767, -0.379500608033227, -0.463416145291955, -0.094739341642845, 0.492430462511442, -0.339730101400209, -0.343288441799913, -0.3607540613762, -0.0233847922549661, 0.395569886068185, -0.373297446186702, -0.374805487160597, -0.453870860897821, -0.143955738609733,     0.462478145395997, 0.012053424314947, -0.0444353821103007, 0.0232500084873259, -0.500388927245898, -0.376082875403985, -0.155343749934652, -0.290210005033834, -0.3607540613762, -0.263133266830498, -0.382665107952835, -0.0860557452649933, -0.181920452772427, -0.353200933490657, -0.219671967621058, 0.316478477931882, 0.305025777013296, 0.275804871057016, -0.230138308113785, -0.500388927245898, -0.187002172181992, 0.205873450282836, 0.0240674624437425, -0.162386545699716, -0.126923047588894, 0.162124058985096,     0.111510626286154, -0.17302673992152, -0.52556372263153, -0.500388922403383, -0.187002167468145), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62",     "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705)), plist = list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))     2
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           df
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", 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0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                                4
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(        NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML", fitted = structure(c(2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711,     2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634,     1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412,     2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012,     0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157,     1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835,     2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239,     1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674,     2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472,     0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 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"125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = structure(c(-0.0404984368282713, -0.000865777681768432, 0.00722256489155249, 0.350194452778025, 0.595071826660226,     -0.234994755993041, -0.264107204820328, -0.14350120577754, 0.111312740567769, 0.357816168496114, -0.301941542990243, -0.334688271434792, -0.230138307037341, 0.0144033381891437, 0.219818173030113, 0.161815744529323, 0.0815931777325103, 0.128883587997246, 0.101552943123868, 0.571593948709796, 0.14919335198033, 0.0928741881079564, 0.111257625115887, 0.21397482339607, 0.162124059135221, -0.0626799969465273, -0.0336582908165961, -0.0635506274895266, -0.0104199798536848, 0.270811856998122, 0.443180580003953,     0.379345463310617, 0.281310927489372, -0.161683719262389, 0.270811856998122, 0.363525730336916, 0.273711881934487, -0.0302692431110301, -0.161683719262389, 0.0180194039130124, 0.239297205658296, -0.184925963110177, -0.177109798686109, -0.365774628584107, 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0.440807380089949, 0.431957800126272, 0.348753768983544, 0.277643827885278, 0.219818170748251, 0.38094163583831, 0.259855913515676, 0.0417334145189974, 0.026302454015279, 0.395569886068185, 0.359239894768473, 0.27580487174753, 0.159832724972729, 0.0491651635642318, -0.382665105370725, 0.397685979458116, 0.407219935240904, 0.0901967959135002,     -0.240859346725508, 0.546774612932848, 0.37057612036754, 0.269495397609521, -0.317288421886568, -0.587393236492601, -0.187002170050255, 0.273840908864842, 0.183050818588923, -0.15758766290832, -0.840185686986485, -0.382665105370725, -0.369437025898767, -0.379500608033227, -0.463416145291955, -0.094739341642845, 0.492430462511442, -0.339730101400209, -0.343288441799913, -0.3607540613762, -0.0233847922549661, 0.395569886068185, -0.373297446186702, -0.374805487160597, -0.453870860897821, -0.143955738609733,     0.462478145395997, 0.012053424314947, -0.0444353821103007, 0.0232500084873259, -0.500388927245898, -0.376082875403985, -0.155343749934652, -0.290210005033834, -0.3607540613762, -0.263133266830498, -0.382665107952835, -0.0860557452649933, -0.181920452772427, -0.353200933490657, -0.219671967621058, 0.316478477931882, 0.305025777013296, 0.275804871057016, -0.230138308113785, -0.500388927245898, -0.187002172181992, 0.205873450282836, 0.0240674624437425, -0.162386545699716, -0.126923047588894, 0.162124058985096,     0.111510626286154, -0.17302673992152, -0.52556372263153, -0.500388922403383, -0.187002167468145), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62",     "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705)), plist = list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))  5
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                AIC
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list(NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML",     fitted = structure(c(2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291,     1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361,     2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333,     1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 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0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787,     1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487557, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656,     2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 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1.81559043519908, 1.24078179337957, 0.38255922120656), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21",     "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104",     "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = 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-0.0861033381329706, -0.181952690466437, -0.353192283791766, -0.219583562298417, 0.316584362096047, 0.304978184532221, 0.2757726342529, -0.230129656201901, -0.500300517266802, -0.186896283584978, 0.205825857777147, 0.0240352253378453, -0.162377894820265, -0.126834640005043, 0.162229945232967, 0.111463033418177, -0.17305897761553, -0.525555072932638, -0.500300517080742, -0.18689628330398), dim = c(135L,     2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81",     "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 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0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                               59.97282
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), 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0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705)), plist = list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme")) 61.97282
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                BIC
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list(NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML",     fitted = structure(c(2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291,     1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361,     2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333,     1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 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0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787,     1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487557, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656,     2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487557, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908,     1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096,     2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21",     "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104",     "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = 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-0.0861033381329706, -0.181952690466437, -0.353192283791766, -0.219583562298417, 0.316584362096047, 0.304978184532221, 0.2757726342529, -0.230129656201901, -0.500300517266802, -0.186896283584978, 0.205825857777147, 0.0240352253378453, -0.162377894820265, -0.126834640005043, 0.162229945232967, 0.111463033418177, -0.17305897761553, -0.525555072932638, -0.500300517080742, -0.18689628330398), dim = c(135L,     2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81",     "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 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0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                               71.59392
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(        NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML", fitted = structure(c(2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711,     2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 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2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674,     2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472,     0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725), dim = c(135L, 2L), dimnames = list(        c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84",         "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = structure(c(-0.0404984368282713, -0.000865777681768432, 0.00722256489155249, 0.350194452778025, 0.595071826660226,     -0.234994755993041, -0.264107204820328, -0.14350120577754, 0.111312740567769, 0.357816168496114, -0.301941542990243, -0.334688271434792, -0.230138307037341, 0.0144033381891437, 0.219818173030113, 0.161815744529323, 0.0815931777325103, 0.128883587997246, 0.101552943123868, 0.571593948709796, 0.14919335198033, 0.0928741881079564, 0.111257625115887, 0.21397482339607, 0.162124059135221, -0.0626799969465273, -0.0336582908165961, -0.0635506274895266, -0.0104199798536848, 0.270811856998122, 0.443180580003953,     0.379345463310617, 0.281310927489372, -0.161683719262389, 0.270811856998122, 0.363525730336916, 0.273711881934487, -0.0302692431110301, -0.161683719262389, 0.0180194039130124, 0.239297205658296, -0.184925963110177, -0.177109798686109, -0.365774628584107, 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-0.301941542969103, -0.334688271126463, -0.230138305971908, 0.0144033406670572, 0.219818175462099, 0.161815744410802, 0.0815931773503249, 0.128883586920802, 0.101552940759267, 0.571593946427935, 0.149193352077711, 0.0928741881818129, 0.111257625126898, 0.213974823282758, 0.162124058985096, -0.0626799969253868,     -0.0336582905082676, -0.0635506264240939, -0.0104199773757714, 0.270811859430108, 0.443180579885432, 0.379345462928431, 0.281310926412928, -0.16168372162699, 0.270811854716261, 0.363525730434297, 0.273711882008343, -0.0302692431000195, -0.161683719375701, 0.0180194037628879, 0.239297205679437, -0.184925962801848, -0.177109797620677, -0.365774626106193, -0.0750528750261564, 0.183865885139192, 0.24888829784246, 0.217824669245152, 0.426582772567917, 0.546774612932848, 0.121552564645318, 0.0991913101878281,     0.138643425141767, 0.303197915409084, 0.0957883551430939, 0.0799116402573476, -0.0336582905082676, -0.202815189755451, -0.050536619510392, 0.0957883577252043, 0.440807380089949, 0.431957800126272, 0.348753768983544, 0.277643827885278, 0.219818170748251, 0.38094163583831, 0.259855913515676, 0.0417334145189974, 0.026302454015279, 0.395569886068185, 0.359239894768473, 0.27580487174753, 0.159832724972729, 0.0491651635642318, -0.382665105370725, 0.397685979458116, 0.407219935240904, 0.0901967959135002,     -0.240859346725508, 0.546774612932848, 0.37057612036754, 0.269495397609521, -0.317288421886568, -0.587393236492601, -0.187002170050255, 0.273840908864842, 0.183050818588923, -0.15758766290832, -0.840185686986485, -0.382665105370725, -0.369437025898767, -0.379500608033227, -0.463416145291955, -0.094739341642845, 0.492430462511442, -0.339730101400209, -0.343288441799913, -0.3607540613762, -0.0233847922549661, 0.395569886068185, -0.373297446186702, -0.374805487160597, -0.453870860897821, -0.143955738609733,     0.462478145395997, 0.012053424314947, -0.0444353821103007, 0.0232500084873259, -0.500388927245898, -0.376082875403985, -0.155343749934652, -0.290210005033834, -0.3607540613762, -0.263133266830498, -0.382665107952835, -0.0860557452649933, -0.181920452772427, -0.353200933490657, -0.219671967621058, 0.316478477931882, 0.305025777013296, 0.275804871057016, -0.230138308113785, -0.500388927245898, -0.187002172181992, 0.205873450282836, 0.0240674624437425, -0.162386545699716, -0.126923047588894, 0.162124058985096,     0.111510626286154, -0.17302673992152, -0.52556372263153, -0.500388922403383, -0.187002167468145), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62",     "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705)), plist = list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme")) 76.49920
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              logLik
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list(NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML",     fitted = structure(c(2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291,     1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 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0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                               -25.98641
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(        NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML", fitted = structure(c(2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711,     2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634,     1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412,     2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012,     0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157,     1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835,     2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239,     1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674,     2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472,     0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725), dim = c(135L, 2L), dimnames = list(        c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84",         "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = structure(c(-0.0404984368282713, -0.000865777681768432, 0.00722256489155249, 0.350194452778025, 0.595071826660226,     -0.234994755993041, -0.264107204820328, -0.14350120577754, 0.111312740567769, 0.357816168496114, -0.301941542990243, -0.334688271434792, -0.230138307037341, 0.0144033381891437, 0.219818173030113, 0.161815744529323, 0.0815931777325103, 0.128883587997246, 0.101552943123868, 0.571593948709796, 0.14919335198033, 0.0928741881079564, 0.111257625115887, 0.21397482339607, 0.162124059135221, -0.0626799969465273, -0.0336582908165961, -0.0635506274895266, -0.0104199798536848, 0.270811856998122, 0.443180580003953,     0.379345463310617, 0.281310927489372, -0.161683719262389, 0.270811856998122, 0.363525730336916, 0.273711881934487, -0.0302692431110301, -0.161683719262389, 0.0180194039130124, 0.239297205658296, -0.184925963110177, -0.177109798686109, -0.365774628584107, 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-0.301941542969103, -0.334688271126463, -0.230138305971908, 0.0144033406670572, 0.219818175462099, 0.161815744410802, 0.0815931773503249, 0.128883586920802, 0.101552940759267, 0.571593946427935, 0.149193352077711, 0.0928741881818129, 0.111257625126898, 0.213974823282758, 0.162124058985096, -0.0626799969253868,     -0.0336582905082676, -0.0635506264240939, -0.0104199773757714, 0.270811859430108, 0.443180579885432, 0.379345462928431, 0.281310926412928, -0.16168372162699, 0.270811854716261, 0.363525730434297, 0.273711882008343, -0.0302692431000195, -0.161683719375701, 0.0180194037628879, 0.239297205679437, -0.184925962801848, -0.177109797620677, -0.365774626106193, -0.0750528750261564, 0.183865885139192, 0.24888829784246, 0.217824669245152, 0.426582772567917, 0.546774612932848, 0.121552564645318, 0.0991913101878281,     0.138643425141767, 0.303197915409084, 0.0957883551430939, 0.0799116402573476, -0.0336582905082676, -0.202815189755451, -0.050536619510392, 0.0957883577252043, 0.440807380089949, 0.431957800126272, 0.348753768983544, 0.277643827885278, 0.219818170748251, 0.38094163583831, 0.259855913515676, 0.0417334145189974, 0.026302454015279, 0.395569886068185, 0.359239894768473, 0.27580487174753, 0.159832724972729, 0.0491651635642318, -0.382665105370725, 0.397685979458116, 0.407219935240904, 0.0901967959135002,     -0.240859346725508, 0.546774612932848, 0.37057612036754, 0.269495397609521, -0.317288421886568, -0.587393236492601, -0.187002170050255, 0.273840908864842, 0.183050818588923, -0.15758766290832, -0.840185686986485, -0.382665105370725, -0.369437025898767, -0.379500608033227, -0.463416145291955, -0.094739341642845, 0.492430462511442, -0.339730101400209, -0.343288441799913, -0.3607540613762, -0.0233847922549661, 0.395569886068185, -0.373297446186702, -0.374805487160597, -0.453870860897821, -0.143955738609733,     0.462478145395997, 0.012053424314947, -0.0444353821103007, 0.0232500084873259, -0.500388927245898, -0.376082875403985, -0.155343749934652, -0.290210005033834, -0.3607540613762, -0.263133266830498, -0.382665107952835, -0.0860557452649933, -0.181920452772427, -0.353200933490657, -0.219671967621058, 0.316478477931882, 0.305025777013296, 0.275804871057016, -0.230138308113785, -0.500388927245898, -0.187002172181992, 0.205873450282836, 0.0240674624437425, -0.162386545699716, -0.126923047588894, 0.162124058985096,     0.111510626286154, -0.17302673992152, -0.52556372263153, -0.500388922403383, -0.187002167468145), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62",     "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705)), plist = list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme")) -25.98641
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Test
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list(NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML",     fitted = structure(c(2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291,     1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 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1.81559043519908, 1.24078179337957, 0.38255922120656), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21",     "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104",     "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = 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"96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 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0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                                     
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(        NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML", fitted = structure(c(2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711,     2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634,     1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412,     2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 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0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705,     0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705, 0.293333059366705)), plist = list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme")) 1 vs 2
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                L.Ratio
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list(NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML",     fitted = structure(c(2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291,     1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361,     2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333,     1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237,     2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563,     0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787,     1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487557, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656,     2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487557, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908,     1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096,     2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656, 2.12153307685372, 2.04229070076787, 1.81559043512796, 1.24078179356563, 0.382559221487558, 2.12153307666243, 2.04229070061361, 1.81559043507294, 1.24078179370958, 0.382559221704964, 2.12153307710096, 2.04229070096725, 1.81559043519908, 1.24078179337957, 0.38255922120656), dim = c(135L, 2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21",     "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104",     "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = structure(c(-0.0405460294465181, -0.000898014883109699, 0.00723121572162744, 0.350282860406554, 0.595177712996576, -0.235042348611288, -0.26413944202167, -0.143492554947465, 0.111401148196298, 0.357922054832464, -0.30198913560849, -0.334720508636133,     -0.230129656207266, 0.014491745817673, 0.219924059366463, 0.161768151911076, 0.081560940531169, 0.128892238827321, 0.101641350752398, 0.571699835046146, 0.149145759362083, 0.0928419509066152, 0.111266275945962, 0.214063231024599, 0.162229945471571, -0.0627275895647741, -0.0336905280179374, -0.0635419766594516, -0.0103315722251556, 0.270917743334472, 0.443132987385706, 0.379313226109276, 0.281319578319447, -0.161595311633859, 0.270917743334472, 0.363478137718669, 0.273679644733146, -0.0302605922809551,     -0.161595311633859, 0.0181252902493624, 0.239249613040049, -0.184958200311518, -0.177101147856034, -0.365686220955578, -0.0749469911217923, 0.183818292639466, 0.248856061023304, 0.217833321151671, 0.426671182561048, 0.546880501551059, 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-0.0861033381329706, -0.181952690466437, -0.353192283791766, -0.219583562298417, 0.316584362096047, 0.304978184532221, 0.2757726342529, -0.230129656201901, -0.500300517266802, -0.186896283584978, 0.205825857777147, 0.0240352253378453, -0.162377894820265, -0.126834640005043, 0.162229945232967, 0.111463033418177, -0.17305897761553, -0.525555072932638, -0.500300517080742, -0.18689628330398), dim = c(135L,     2L), dimnames = list(c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81",     "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey")), std = c(0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 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0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                                           
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(        NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML", fitted = structure(c(2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711,     2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 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= list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme")) 1.216552e-06
#>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           p-value
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(-10.0286459668816, formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list("Q0", "Q0"), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 1L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(TRUE, dim = c(1L, 1L), dimnames = list(NULL, "reStruct")), fixedSigma = FALSE), dims = list(N = 135L, Q = 1L, qvec = c(monkey = 1, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 1, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15856169093265, alpha = -4.5862723225713), random = list(monkey = structure(c(-2.03756232647767e-11, -2.29360295682203e-10, 2.49735918947116e-10), dim = c(3L, 1L), dimnames = list(c("A", "B", "C"), "Q0")))), varFix = structure(c(0.00151471321067702, -0.000618658204153968, -0.000618658204153968, 0.000840238339536342), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"),     c("Q0", "alpha"))), sigma = 0.293333058009697, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864112261531, numIter = 3, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1), class = "listForm"), Dimnames = list(NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML",     fitted = structure(c(2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291,     1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 2.04229070078291, 1.81559043513333, 1.24078179355159, 0.382559221466361, 2.12153307687237, 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0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697,     0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697, 0.293333058009697)), plist = list(Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(        monkey = FALSE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1)), rmapRel = list(monkey = list(Q0 = 1)), bmap = c(0, monkey = 3)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325453838751818, -0.0213427083354966, 0, 0.0289868649483924), dim = c(2L, 2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))                                                                                                                                                                                      
#> structure(list(modelStruct = structure(list(reStruct = structure(list(monkey = structure(c(-10.4002590528396, -10.8948804816866), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(c("Q0", "alpha"), c("Q0", "alpha")), class = c("pdDiag", "pdMat"))), settings = c(0L, 1L, 0L, 1L), class = "reStruct", plen = c(monkey = 2L))), class = c("lmeStructInt", "nlmeStruct", "lmeStruct", "modelStruct"), pmap = structure(c(TRUE, TRUE), dim = 2:1, dimnames = list(NULL, "reStruct")), fixedSigma = FALSE),     dims = list(N = 135L, Q = 1L, qvec = c(monkey = 2, 0, 0), ngrps = c(monkey = 3L, X = 1L, y = 1L), ncol = c(monkey = 2, 2, 1)), contrasts = list(), coefficients = list(fixed = c(Q0 = 2.15850674460238, alpha = -4.58630428801763), random = list(monkey = structure(c(-8.20608952440294e-12, -1.08634682950918e-10, 1.16840772475479e-10, -1.49134369839663e-09, -2.43415645309201e-11, 1.51568526292727e-09), dim = 3:2, dimnames = list(c("A", "B", "C"), c("Q0", "alpha"))))), varFix = structure(c(0.00151460953396457,     -0.000618592770450136, -0.000618592770450136, 0.000840229225425035), dim = c(2L, 2L), dimnames = list(c("Q0", "alpha"), c("Q0", "alpha"))), sigma = 0.293333059366705, apVar = "Non-positive definite approximate variance-covariance", logLik = -25.9864118344293, numIter = 2, groups = structure(list(monkey = structure(c(1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L,     1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L), levels = c("A", "B", "C"), class = "factor")), row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14",     "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84", "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97",     "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), class = "data.frame"), call = nlme.formula(model = nlme_model_formula_obj, data = data, fixed = list(Q0 ~ 1, alpha ~ 1), random = structure(numeric(0), class = c("pdDiag", "pdMat"), formula = structure(list(Q0 ~ 1, alpha ~ 1), class = "listForm"), Dimnames = list(        NULL, NULL)), groups = groups_formula, start = start_values, method = method, control = control_obj), method = "ML", fitted = structure(c(2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711,     2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634,     1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412,     2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012,     0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157, 1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548425412, 2.04225846358157,     1.8155990859634, 1.24087020118012, 0.382665107802711, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835,     2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239,     1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674,     2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472,     0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725, 2.12148548437264, 2.04225846396375, 1.81559908703985, 1.24087020354472, 0.382665110084572, 2.12148548415674, 2.04225846350771, 1.81559908595239, 1.24087020129343, 0.382665107952835, 2.12148548423298, 2.04225846327324, 1.81559908489797, 1.24087019870221, 0.382665105370725), dim = c(135L, 2L), dimnames = list(        c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "79", "80", "81", "82", "83", "84",         "85", "86", "87", "88", "89", "90", "91", "92", "93", "94", "95", "96", "97", "98", "99", "100", "101", "102", "103", "104", "105", "106", "107", "108", "109", "110", "111", "112", "113", "114", "115", "116", "117", "118", "119", "120", "121", "122", "123", "124", "125", "126", "127", "128", "129", "130", "131", "132", "133", "134", "135"), c("fixed", "monkey"))), residuals = structure(c(-0.0404984368282713, -0.000865777681768432, 0.00722256489155249, 0.350194452778025, 0.595071826660226,     -0.234994755993041, -0.264107204820328, -0.14350120577754, 0.111312740567769, 0.357816168496114, -0.301941542990243, -0.334688271434792, -0.230138307037341, 0.0144033381891437, 0.219818173030113, 0.161815744529323, 0.0815931777325103, 0.128883587997246, 0.101552943123868, 0.571593948709796, 0.14919335198033, 0.0928741881079564, 0.111257625115887, 0.21397482339607, 0.162124059135221, -0.0626799969465273, -0.0336582908165961, -0.0635506274895266, -0.0104199798536848, 0.270811856998122, 0.443180580003953,     0.379345463310617, 0.281310927489372, -0.161683719262389, 0.270811856998122, 0.363525730336916, 0.273711881934487, -0.0302692431110301, -0.161683719262389, 0.0180194039130124, 0.239297205658296, -0.184925963110177, -0.177109798686109, -0.365774628584107, 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= list(        Q0 = list(fixed = TRUE, random = list(monkey = TRUE)), alpha = list(fixed = TRUE, random = list(monkey = TRUE))), map = list(fmap = list(Q0 = 1, alpha = 2), rmap = list(monkey = list(Q0 = 1, alpha = 2)), rmapRel = list(monkey = list(Q0 = 1, alpha = 2)), bmap = c(0, monkey = 6)), fixDF = structure(list(X = c(Q0 = 131, alpha = 131), terms = c(Q0 = 131, alpha = 131)), assign = list(Q0 = 1, alpha = 2), varFixFact = structure(c(-0.0325451954370768, -0.0213405667199127, 0, 0.02898670773691), dim = c(2L,     2L))), formula = y_ll4 ~ Q0 * exp(-(10^alpha/Q0) * (10^Q0) * x)), class = c("nlme", "lme"))  0.9991
# }