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. 2019 Jan 9;286(1894):20182193. doi: 10.1098/rspb.2018.2193

Table 2.

Respective performance of climate-only (CLI), climate-habitat (CLI-HAB) and climate-habitat-biotic (CLI-HAB-BIO) mixed models to predict bird and bat taxonomic and functional community metrics. (Best final models are indicated in italics. R²m = marginal Nakagawa's R² for fixed effects; R²c = conditional Nakagawa's R² for both random and fixed effects; FEve and Rao are logit-transformed and log-transformed bat activity was used as a proxy for abundance; n.s., not significant. χ² tests indicates significance level of final model according to ΔAICc. Significance levels for tests and individual predictors are as follows: *p < 0.05; **p < 0.01; ***p < 0.001. Codes for response variables and predictors as follows: SDI, Shannon diversity index; FRic, functional richness; FEve, functional evenness; Rao, functional entropy; CWM mass, community weighted mean body mass; Temp, mean annual temperature; Precip, mean annual precipitation; HLI, heat load index; Decid, deciduous tree proportion; Undric, understorey plant species richness; Stratif, understorey stratification index; Treerao, tree functional entropy; Brows, ungulate browsing; Earth, earthworm abundance; Insect, defoliating insect abundance; Spider, spider abundance.)

CLI
CLI-HAB
CLI-HAB-BIO
R²m R²c R²m R²c R²m R²c χ² significant predictors
birds climate + habitat + biotic
abundance n.s. n.s. 0.024 0.294 0.085 0.344 0.004** + Treerao** + Earth*+ Insect**
SDI 0.024 0.389 0.066 0.397 0.098 0.453 0.04* + HLI** + Treerao** + Insect*+ Spider*
FRic 0.090 0.293 n.s. n.s. 0.121 0.308 0.009** + Temp* + Insect*+ Spider*
FEve 0.083 0.093 n.s. n.s. n.s. n.s. n.s. − Prec**
Rao 0.136 0.270 n.s. n.s. 0.205 0.329 0.01* − Prec** + Spider*+ Brows*
CWM mass 0.154 0.264 n.s. n.s. 0.180 0.302 0.04* + Temp*- Prec* + Spider*
bats
abundance n.s. n.s. 0.094 0.283 0.106 0.309 0.04* + Decid**- Stratif** + Spider*
SDI n.s. n.s. 0.079 0.242 0.088 0.219 0.04* − Stratif***+ Undric* + Earth*
FRic n.s. n.s. 0.036 0.248 n.s. n.s. n.s. − Stratif*
FEve n.s. n.s. 0.103 0.366 0.111 0.286 0.02* + Undric* + Insect*
Rao n.s. n.s. 0.054 0.262 n.s. n.s. n.s. − Stratif**
CWM mass n.s. n.s. 0.035 0.153 0.052 0.153 0.05* − Decid* + Brows*