ArticleFrontiers in public health2026
Decoding cooperation-oriented protective behavior amid public health crisis: How multidimensional risk communication works.
Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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3 authors.
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Abstract
In the context of recurrent public health emergencies, mobilizing cooperation-oriented protective behavior is important for strengthening collective resilience and public governance. Existing research has explained many individual protective behaviors, but less is known about how the structure of the communication environment is associated with protective behaviors that also generate collective benefits. Guided by the Protective Action Decision Model (PADM) and risk communication research, this study develops a communication-structure framework encompassing information sources, communication content, message presentation formats, and communication channels. Risk perception is specified as a statistical mediating mechanism, and trust in authoritative information sources is examined as a moderating condition. Using survey data from 11 provinces in China (
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