Biogeography and habitat suitability of the Nilgiri Wood Pigeon (Columba elphinstonii) using MaxEnt
摘要
The Nilgiri Wood Pigeon (Columba elphinstonii), a forest specialist endemic to the Western Ghats of India. We used MaxEnt species distribution models integrating 117 spatially filtered eBird occurrence records and bioclimatic variables to delineate current and projected climatic suitability of the species under two Shared Socioeconomic Pathways (SSP1-2.6, SSP5-8.5) for mid- (2021–2040) and late-century (2081–2100) using the high-sensitivity HadGEM3-GC31-LL climate model. Model performance was consistently excellent (AUC > 0.98, TSS > 0.91), with isothermality, temperature annual range, and elevation emerging as the dominant predictors of present and future range. Projections indicate a nuanced, non-linear response: mid-century scenarios predict a modest upslope expansion in suitable habitat, but severe late-century warming (especially SSP5-8.5) drives sharp declines in high-suitability areas and marked range contraction. This trajectory highlights its sensitivity to both rising temperatures and area constraints at high elevations. Our findings indicate the importance of conserving elevational corridors and montane refugia to buffer against climate-induced range loss. This study delivers the first landscape-scale, climate-integrated habitat suitability model for C. elphinstonii, providing vital guidance for conservation planning of montane forest specialists in the Western Ghats.