ArticleFrontiers in public health2026
Public information sharing during public health emergencies: an adaptive-network evolutionary game.
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.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Public health emergencies can generate verified sharing, opportunistic dissemination, and strategic silence within the same communication environment, yet diffusion-centered approaches offer limited explanation of how these contrasting behaviors emerge together or change as communication relationships evolve. Methods: This study develops an adaptive-network evolutionary game in which individuals choose among verified/corrective sharing, opportunistic sharing, and silence. The model links information value, verification burden, attention incentives, targeted sanctions, and participation-related liability to local interaction and adaptive rewiring. Results: Valuable and low-burden credible information favors verified sharing, whereas strong attention incentives favor opportunistic dissemination. Targeted accountability can redirect behavior toward credible participation, while generalized liability weakens good-faith sharing and, when combined with broader withdrawal incentives, can contribute to information vacuums. Discussion: By separating information quality, information absence, and structural connectivity, the study shifts attention from diffusion volume to the joint evolution of behavior and communication relationships. The findings provide a mechanism-based basis for designing public-health communication policies that constrain harmful dissemination without discouraging credible participation.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.