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. 2022 Nov 17;13:7039. doi: 10.1038/s41467-022-34474-4

Table 1.

Ranking of model performance of state-dependent speciation and extinction “hisse” models for the three major groups of amphibians

Diversification rate model Rate categories lnL AIC ΔAIC AICw
Anura
Reproductive-mode Independent 4 −13,955.550 27,933.100 0.000 1.000
Reproductive-mode Dependent 4 −13,949.151 27,948.302 15.202 0.000
Reproductive-mode Independent 3 −13,977.643 27,973.287 40.187 0.000
Reproductive-mode Dependent 3 −13,970.869 27,979.738 46.638 0.000
Reproductive-mode Dependent 2 −14,021.170 28,068.340 135.240 0.000
Reproductive-mode Independent 2 −14,028.462 28,070.924 137.824 0.000
Reproductive-mode Dependent 1 −14,227.051 28,466.101 533.001 0.000
Constant 1 −14,235.512 28,479.025 545.925 0.000
Caudata
Reproductive-mode Dependent 2 −2054.922 4159.844 0.000 0.990
Reproductive-mode Dependent 3 −2047.560 4169.121 9.277 0.010
Reproductive-mode Independent 4 −2075.380 4180.760 20.916 0.000
Reproductive-mode Independent 3 −2077.676 4181.352 21.509 0.000
Reproductive-mode Dependent 4 −2044.562 4187.124 27.280 0.000
Reproductive-mode Independent 2 −2089.255 4200.510 40.666 0.000
Reproductive-mode Dependent 1 −2095.557 4215.114 55.270 0.000
Constant 1 −2143.645 4303.290 143.446 0.000
Gymnophiona
Constant 1 −319.401 646.803 0.000 0.809
Reproductive-mode Dependent 1 −319.327 650.654 3.851 0.118
Reproductive-mode Independent 2 −319.002 652.004 5.202 0.060
Reproductive-mode Independent 3 −318.934 655.869 9.066 0.009
Reproductive-mode Dependent 2 −315.992 657.984 11.181 0.003
Reproductive-mode Independent 4 −318.921 659.843 13.040 0.001
Reproductive-mode Dependent 3 −315.436 668.872 22.069 0.000
Reproductive-mode Dependent 4 −315.190 680.381 33.578 0.000

Models fall into three categories: Constant diversification (CD), Reproductive-mode Dependent Diversification (RmDD; state-associated rate shifts, with or without hidden traits), Reproductive mode Independent Diversification (RmID; rate shifts only associated with states of hidden traits, not observed reproductive modes). RmDD models can have different numbers of hidden traits, resulting in different numbers of rate categories.

lnL log likelihood, AIC Akaike information criterion, ΔAIC difference between AIC of each model and the best-fit model, AICw Akaike weights.