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Abstract
Kashmir musk deer Moschus cupreus (KMD) are the least studied species of musk deer. We compiled genetically validated occurrence records of KMD to construct species distribution models using Maximum Entropy. We show that the distribution of KMD is limited between central Nepal on the east and north-east Afghanistan on the west and is primarily determined by precipitation of driest quarter, annual mean temperature, water vapor, and precipitation during the coldest quarter. Precipitation being the most influential determinant of distribution suggests the importance of pre-monsoon moisture for growth of the dominant vegetation, Himalayan birch Betula utilis and Himalayan fir Abies spectabilis, in KMD’s preferred forests. All four Representative Concentration Pathway Scenarios result an expansion of suitable habitat in Uttarakhand, India, west Nepal and their associated areas in China in 2050s and 2070s but a dramatic loss of suitable habitat elsewhere (Kashmir region and Pakistan-Afghanistan border). About 1/4th of the current habitat will remain as climate refugia in future. Since the existing network of protected areas will only include a tiny fraction (4%) of the climatic refugia of KMD, the fate of the species will be determined by the interplay of more urgent short-term forces of poaching and habitat degradation and long-term forces of climate change.
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1 Guangdong Institute of Applied Biological Resources, Guangdong Key Laboratory of Animal Conservation and Resource Utilization, Guangzhou, China (GRID:grid.464309.c) (ISNI:0000 0004 6431 5677); National Trust for Nature Conservation, Khumaltar, Nepal (GRID:grid.466953.b)
2 National Socio-Environmental Synthesis Center, Annapolis, USA (GRID:grid.484514.8); Conservation Innovation Center, Chesapeake Conservancy, Annapolis, USA (GRID:grid.484514.8)
3 Beichen West Road, Key Laboratory of Animal Ecology and Conservation Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, China (GRID:grid.484514.8); University of Chinese Academy of Science, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419)
4 Small Mammals Conservation and Research Foundation, Kathmandu, Nepal (GRID:grid.410726.6)
5 National Trust for Nature Conservation, Khumaltar, Nepal (GRID:grid.466953.b)
6 Earth Day Network, Islamabad, Pakistan (GRID:grid.466953.b)
7 Aligarh Muslim University, Department of Wildlife Sciences, Aligarh, India (GRID:grid.411340.3) (ISNI:0000 0004 1937 0765)
8 Agriculture and Forestry University, Center for Biotechnology, Rampur, Nepal (GRID:grid.460993.1)
9 Guangdong Institute of Applied Biological Resources, Guangdong Key Laboratory of Animal Conservation and Resource Utilization, Guangzhou, China (GRID:grid.464309.c) (ISNI:0000 0004 6431 5677)