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Achieving the Sustainable Development Goals (SDGs) in the Asia-Pacific region requires understanding the deeply interconnected nature of the triple planetary crisis: climate change, biodiversity loss and pollution, while advancing socioeconomic development. Progress depends not only on sectoral achievements, but on the ability of policymakers and...

Typhoon impacts in the Philippines exhibit strong neighbour hood-scale heterogeneity driven by interactions among haz ard intensity, exposure, and vulnerability, yet most opera tional assessments remain hazard-centric. This study presents a grid-based machine-learning framework for neighbour hood-scale typhoon risk mapping integrating geophysical...

Typhoon impacts in the Philippines exhibit strong neighbourhood-scale heterogeneity driven by interactions among hazard intensity, exposure, and vulnerability, yet most operational assessments remain hazard-centric. This study presents a grid-based machine-learning framework for neighbourhood-scale typhoon risk mapping integrating geophysical...