Table 1. Summary of stepwise selection procedure for presence-absence model of right whales in the southeastern US.
Model | % Deviance | GCV | mean ASPE |
null | 0 | 0.3417 | 0.0392 |
s(SemiMonth:Northing) | 10.3 | 0.3065 | 0.0377 |
s(SemiMonth:Northing)+s(DistToShore) | 15.7 | 0.2882 | 0.0364 |
s(SemiMonth:Northing)+s(DistToShore)+Year | 18.8 | 0.2777 | 0.0352 |
s(SemiMonth:Northing)+s(DistToShore)+Year+s(Effort) | 20.9 | 0.2706 | 0.0345 |
s(SemiMonth:Northing)+s(DistToShore)+Year+s(Effort)+s(SST) | 22.3 | 0.2658 | 0.0342 |
s(SemiMonth:Northing)+s(DistToShore)+Year+s(Effort)+s(SST)+s(Depth) | 22.6 | 0.2647 | 0.0340 |
s(SemiMonth:Northing)+s(DistToShore)+Year+s(Effort)+s(SST)+s(Depth)+s(DistTo22Iso) | 22.8 | 0.2642 | 0.0340 |
Predictor variables include interaction between semimonthly period and UTM northing, distance to the shoreline (DistToShore), survey year, survey effort, sea surface temperature (SST), bottom depth, and distance to the 22°C SST isotherm (DistTo22Iso). Smoothed covariates indentified by “s()”. Evaluation criteria include the proportion of deviance explained, generalized cross validation score (GCV), and mean average squared prediction error (ASPE) from a five-fold cross-validation.