Table 3.
Detailed results on criteria (3) and (4) on type II invariance of life history traits
Trait | DF | R 2 | Adj. R 2 | p | Slope | CIs | Intercept | CIi | λ | |
---|---|---|---|---|---|---|---|---|---|---|
Amphibians | ||||||||||
OLS | Age at maturity | 209 | .07 | .06 | <.01 | 0.08 | 0.04, 0.12 | 0.28 | 0.22, 0.33 | – |
PGLS | 188 | – | – | <.01 | 0.09 | 0.05, 0.09 | 0.20 | −0.11, 0.20 | 0.90 | |
OLS | Birthweight | 16 | <.01 | −.06 | .83 | 0.13 | −1.07, 1.33 | 0.20 | −1.31, 1.71 | – |
PGLS | 16 | – | – | .81 | −0.17 | −1.69, 1.34 | 0.59 | −1.74, 2.91 | 0.58 | |
OLS | Offspring size | 402 | .02 | .02 | <.01 | 0.05 | 0.02, 0.08 | 0.22 | 0.19, 0.26 | |
PGLS | 327 | <.01 | 0.05 | 0.02, 0.09 | 0.40 | 0.09, 0.72 | 0.92 | |||
OLS | Clutch size | 445 | .18 | .18 | <.01 | 0.48 | 0.39, 0.57 | 1.97 | 1.85, 2.09 | – |
PGLS | 365 | – | – | <0.01 | 0.30 | 0.21, 0.40 | 1.29 | 0.34, 2.25 | 0.91 | |
OLS | Reproductive output | 553 | <.01 | <.01 | .95 | −0.01 | −0.01, 0.01 | 0.02 | 0.01, 0.03 | |
PGLS | 445 | – | – | .92 | <0.01 | −0.01, 0.01 | 0.92 | 0.77, 1.07 | 0.81 | |
OLS | Egg mass | 14 | <.01 | −.07 | .94 | −0.03 | −0.89, 0.82 | −1.62 | −2.80, −0.45 | – |
PGLS | 14 | – | – | .74 | −0.23 | −1.68, 1.21 | −1.39 | −1.35, −1.30 | 1.00 | |
OLS | Incubation time | 60 | <.01 | <.01 | .97 | <0.01 | −0.20, 0.21 | 1.30 | 1.01, 1.59 | – |
PGLS | 57 | – | – | .06 | 0.19 | −0.01, 0.38 | 0.97 | 0.16, 1.77 | 0.95 | |
OLS | Larval period | 39 | <.01 | −.02 | .80 | 0.02 | −0.19, 0.24 | 1.96 | 1.71, 2.20 | – |
PGLS | 39 | – | – | .53 | 0.08 | −0.17, 0.33 | 2.06 | 1.52, 2.60 | 0.76 | |
OLS | Max. longevity | 209 | .13 | .12 | <.01 | 0.15 | 0.10, 0.20 | 0.77 | 0.69, 0.85 | – |
PGLS | 189 | – | – | <.01 | 0.19 | 0.14, 0.19 | 0.38 | 0.69, 0.99 | 0.70 | |
OLS | Metamorphosis size | 46 | .04 | .02 | .18 | −0.08 | −0.19, 0.03 | 1.49 | 1.35, 1.63 | – |
PGLS | 41 | – | – | .72 | −0.03 | −0.20, 0.14 | 1.39 | 1.05, 1.74 | 0.63 | |
OLS | Size at maturity | 211 | .08 | .08 | <.01 | 0.13 | 0.07, 0.19 | 0.83 | 0.74, 0.92 | – |
PGLS | 191 | – | – | <.01 | 0.18 | 0.11, 0.17 | 0.45 | 0.45, 0.76 | 0.59 | |
Anura | ||||||||||
OLS | Age at maturity | 139 | .14 | .13 | <.01 | 0.12 | 0.07, 0.16 | 0.16 | 0.09, 0.23 | – |
PGLS | 124 | – | – | <.01 | 0.11 | 0.05, 0.17 | 0.16 | −0.14, 0.46 | 0.91 | |
OLS | Birthweight | 10 | .19 | .10 | .18 | −1.01 | −2.95, 0.34 | 1.99 | 0.05, 0.34 | – |
PGLS | 10 | – | – | .05 | −1.31 | −2.65, 0.02 | 2.23 | 0.03, 4.44 | 0.91 | |
OLS | Offspring size | 344 | .02 | .01 | .02 | 0.04 | 0.01, 0.07 | 0.20 | 0.16, 0.24 | |
PGLS | 274 | – | – | <.01 | 0.05 | 0.02, 0.09 | 0.35 | 0.10, 0.60 | 0.89 | |
OLS | Clutch size | 378 | .28 | .27 | <.01 | 0.58 | 0.46, 0.67 | 2.00 | 1.88, 2.11 | – |
PGLS | 304 | – | – | <.01 | 0.35 | 0.24, 0.46 | 1.78 | 1.00, 2.56 | 0.88 | |
OLS | Reproductive output | 476 | <.01 | <.01 | .74 | <0.01 | −0.01, 0.02 | 0.02 | 0.01, 0.04 | |
PGLS | 373 | – | – | .86 | <0.01 | 0.00, 0.01 | 0.03 | −0.25, 0.30 | 1.00 | |
OLS | Egg mass | 9 | <.01 | −.12 | .92 | −0.05 | −1.07, 0.96 | −1.53 | −3.20, 0.14 | – |
PGLS | 9 | – | – | .73 | 0.11 | −0.63, 0.84 | −1.49 | −2.61, −0.36 | 0.88 | |
OLS | Incubation time | 31 | .01 | −.02 | .58 | −0.07 | −0.31, 0.17 | 0.98 | 0.67, 1.30 | – |
PGLS | 31 | – | – | .13 | 0.25 | −0.08, 0.57 | 0.51 | −0.12, 1.14 | 0.87 | |
OLS | Larval period | 22 | .01 | −.03 | .61 | −0.04 | −0.17, 0.10 | 1.90 | 1.73, 2.07 | – |
PGLS | 22 | – | – | .72 | −0.03 | −0.18, 0.12 | 1.89 | 1.62, 2.17 | 0.94 | |
OLS | Max. longevity | 142 | .23 | .23 | <.01 | 0.21 | 0.14, 0.24 | 0.60 | 0.50, 0.69 | – |
PGLS | 125 | – | – | <0.01 | 0.22 | 0.15, 0.22 | 0.75 | 0.46, 1.05 | 0.79 | |
OLS | Metamorphosis size | 30 | <.01 | −.04 | .76 | −0.03 | −0.22, 0.16 | 1.39 | 1.11, 1.69 | – |
PGLS | 22 | – | – | .55 | −0.07 | −0.32, 0.17 | 1.41 | 1.06, 1.77 | 0.14 | |
OLS | Size at maturity | 144 | .17 | .16 | <.01 | 0.20 | 0.13, 0.27 | 0.63 | 0.53, 0.75 | – |
PGLS | 127 | – | – | <.01 | 0.21 | 0.13, 0.29 | 0.82 | 0.53, 1,11 | 0.59 | |
Caudata | ||||||||||
OLS | Age at maturity | 68 | .06 | .05 | .03 | 0.05 | 0.01, 0.10 | 0.44 | 0.37, 0.51 | – |
PGLS | 64 | – | – | .13 | 0.04 | −0.01, 0.10 | 0.42 | 0.16, 0.68 | 0.78 | |
OLS | Birthweight | 6 | – | – | – | – | – | – | – | – |
PGLS | 6 | – | – | – | – | – | – | – | – | |
OLS | Offspring size | 56 | .08 | .06 | .04 | 0.07 | 0.01, 0.14 | 0.40 | 0.30, 0.48 | – |
PGLS | 53 | – | – | .04 | 0.07 | 0.01, 0.13 | 0.44 | 0.01, 0.87 | 1.00 | |
OLS | Clutch size | 65 | .04 | .03 | .08 | 0.18 | −0.02, 0.38 | 1.57 | 1.28, 1.00 | – |
PGLS | 61 | – | – | .30 | 0.11 | −0.11, 0.33 | 1.51 | −0.04, 3.05 | 1.00 | |
OLS | Reproductive output | 75 | <.01 | −.01 | .79 | −0.01 | −0.04, 0.03 | −0.01 | −0.06, 0.04 | – |
PGLS | 72 | – | – | .05 | 0.07 | 0.00, 0.13 | 0.44 | 0.01, 0.88 | 1.00 | |
OLS | Egg mass | 5 | – | – | – | – | – | – | – | – |
PGLS | 5 | – | – | – | – | – | – | – | – | |
OLS | Incubation time | 27 | .01 | −.03 | .58 | 0.06 | −0.15, 0.27 | 1.69 | 1.38, 2.01 | – |
PGLS | 26 | – | – | .35 | 0.10 | −0.12, 0.32 | 1.53 | 0.85, 2.21 | 1.00 | |
OLS | Larval period | 18 | .17 | .11 | .09 | 0.38 | −0.04, 0.80 | 1.85 | 1.47, 2.23 | – |
PGLS | 17 | – | – | .37 | 0.23 | −0.30, 0.75 | 2.26 | 1.49, 3.04 | 0.57 | |
OLS | Max. longevity | 65 | .10 | .09 | <.01 | 0.09 | −0.01, 0.16 | 1.07 | 0.97, 1.16 | – |
PGLS | 64 | – | – | <.01 | 0.13 | 0.05, 0.21 | 0.86 | 0.60, 1.12 | 0.44 | |
OLS | Metamorphosis size | 22 | <.01 | −.04 | .84 | −0.02 | −0.24, 0.19 | 1.49 | 1.31, 1.66 | – |
PGLS | 19 | – | – | .88 | 0.02 | −0.20, 0.24 | 1.37 | 1.08, 1.65 | 0.95 | |
OLS | Size at maturity | 65 | .02 | <.01 | .22 | 0.05 | −0.03, 0.13 | 1.16 | 1.04, 1.28 | – |
PGLS | 64 | – | – | .04 | 0.10 | 0.01, 0.19 | 0.96 | 0.68, 1.25 | 0.33 | |
Reptiles—HG2018 | ||||||||||
OLS | Age at maturity | 118 | .65 | .64 | <.01 | 0.20 | 0.17, 0.22 | 2.60 | 2.52, 2.68 | – |
PGLS | 119 | – | – | <.01 | 0.19 | 0.08, 0.16 | 2.82 | 2.66, 2.98 | 0.55 | |
OLS | Birthweight | 75 | .69 | .68 | <.01 | 0.44 | 0.37, 0.51 | −0.40 | −0.60, −0.19 | – |
PGLS | 77 | – | – | <.01 | 0.41 | 0.32, 0.51 | −0.36 | −0.68, −0.04 | 0.26 | |
OLS | Clutch size | 209 | .47 | .47 | <.01 | 0.24 | 0.20, 0.27 | 0.31 | 0.21, 0.41 | – |
PGLS | 208 | – | – | <.01 | 0.23 | 0.19, 0.28 | 0.37 | 0.11, 0.63 | 0.77 | |
OLS | Clutches p.a. | 134 | <.01 | −.01 | .86 | 0.01 | −0.03, 0.04 | 0.23 | 0.14, 0.31 | – |
PGLS | 134 | – | – | .97 | −0.01 | −0.05, 0.05 | 0.29 | 0.07, 0.51 | 0.67 | |
OLS | Egg mass | 59 | .90 | .90 | <.01 | 0.52 | 0.47, 0.57 | −0.52 | −0.68, −0.37 | – |
PGLS | 61 | – | – | <.01 | 0.45 | 0.37, 0.53 | −0.34 | −0.65, 0.04 | 0.85 | |
OLS | Incubation time | 173 | .10 | .09 | <.01 | 0.04 | 0.02, 0.06 | 1.79 | 1.74, 1.85 | – |
PGLS | 174 | – | – | .06 | 0.03 | −0.01, 0.06 | 1.82 | 1.67, 1.96 | 0.72 | |
OLS | Max. longevity | 277 | .39 | .38 | <.01 | 0.15 | 0.13, 0.17 | 0.85 | 0.79, 0.91 | – |
PGLS | 274 | – | – | <.01 | 0.13 | 0.10, 0.16 | 0.92 | 0.75, 1.09 | 0.73 | |
OLS | Size at maturity | 51 | .60 | .59 | <.01 | 0.29 | 0.23, 0.36 | 0.70 | 0.47, 0.94 | – |
PGLS | 53 | – | – | <.01 | 0.27 | 0.20, 0.34 | 0.75 | 0.46, 1.04 | 0.93 |
Criteria were applied to all amphibians, the amphibian orders Anura and Caudata, and the reptiles. For reptiles, the results from Hallmann and Griebeler (2018) are shown (HG2018). Criteria were explored under ordinary least squares regression analysis (OLS, Price et al., 2014) and phylogeny‐informed regression analysis (PGLS) on log10‐log10‐transformed data. DF = degrees of freedom; R 2 = coefficient of determination (<.05 indicates invariance, Price et al., 2014); Adj R 2 = adjusted R 2; p = p‐value (≥.05 indicates invariance); CIs = 95% confidence interval of slopes; CIi = 95% confidence interval of intercepts. Lambda (λ) values rate the impact of the phylogeny on studied relationships between life history traits and body mass (residuals). Please note that adjusted R 2 can drop below zero. This happens if R 2 is zero or close to zero and usually indicates that the model fits poorly the data. Bold highlights values consistent with type II invariance. – = not applicable under PGLS or sample size too small.