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Updated: Aug 21, 2026

Using Generative Art to Convey Past and Future Climate Transitions
Published on: March 31, 2023
Global land-use change rivals climate change in driving projected diversity shifts of terrestrial vertebrates
Xiaojuan Liu1, Bingqi Xie2, Wei Tu3,4,5
1School of Architecture and Urban Planning, Shenzhen University, 3688 Nanhai Avenue, Nanshan District, Shenzhen, Guangdong 518060, P.R. China.
Abstract:
Global biodiversity is declining at an unprecedented rate under the combined pressures of climate and land-use change, yet their relative contributions and underlying mechanisms remain poorly understood. Here, we developed a filtering-energy-stress framework to characterize multidimensional land-use change and integrate it, together with climate change, into species distribution models for projecting future biodiversity dynamics under shared socio-economic pathways (SSPs). We found that 68.14% of terrestrial land was projected to experience richness declines by 2100, with land-use change contributing 47.94% of total changes, comparable to climate change (52.06%). The Shapley additive explanations (SHAP) analysis revealed that available energy was the most influential land-use dimension across vertebrate taxa, outperforming habitat suitability and land-use intensity. These findings underscore the importance of considering multiple ecological dimensions of land-use change beyond land-cover categories and provide a mechanistic framework for disentangling climate and land-use impacts to inform integrated conservation strategies.
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