A community public health emergency resilience assessment framework based on contrastive learning and hyperbolic embedding

By bridging the gap between abstract resilience concepts and measurable community capacities, this tool enables public health practitioners, urban planners, and local authorities to systematically strengthen community preparedness against future health emergencies. The framework's emphasis on spatial design and community infrastructure-alongside traditional medical measures-represents a paradigm shift toward holistic, multi-dimensional emergency preparedness.