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. 2017 Oct 24;7:13957. doi: 10.1038/s41598-017-14510-w

Table 1.

Best candidate models from the multi-model procedure explaining growth rate of the overwintering population in Mexico, growth rate of the adult population in North America, and of egg density per host plant in North America. Models are ranked according to their second-order Akaike’s information criterion (AICc). Only models with ΔAICc < 7 are shown. Log-likelihood (logLik), R2 (or marginal pseudo-R2 for lme) and model weights are also reported. In all analyses, we removed two years for which the population was affected by severe winter storms in Mexico (2002 and 2004). df indicated the number of estimated parameters calculated as the number of fixed effect coefficients + number of variance parameters.

Rank Fixed effects Random effects ΔAICc df logLik R2 Model weight
Overwintering population in Mexico (Model 3: linear model)
1st N t-1 + Time 0 4 −17.892 0.3677 0.502
2nd N t-1 + Time + N t-1 x Time 1.38 5 −16.833 0.4283 0.252
3rd N t-1 2.40 3 −20.635 0.1789 0.151
4th 3.79 2 −22.705 0 0.075
5th Time 6.51 3 −22.693 0.0011 0.019
Adult population in North America (Model 4: linear mixed-effects model)
1st Density t-1 Site 0 4 −101.39 0.5035 0.592
2nd Density t-1 + Time Site 1.56 5 −101.05 0.5072 0.272
3rd Density t-1 + Time + Density t-1 x Time Site 2.94 6 −100.60 0.5121 0.136
Egg density per host plant in North America (Model 5: linear mixed-effects model)
1st Egg t-1 Site 0 4 −95.599 0.4190 0.680
2nd Egg t-1 + Time Site 2.11 5 −95.486 0.4177 0.237
3rd Egg t-1 + Time + Egg t-1 x Time Site 4.20 6 −95.324 0.4165 0.083