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Author

Zhi-Lin Wu

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Open access Sep 2026

Predictive association between control measures and chikungunya fever incidence based on random forest and SHAP analysis

Construction-site density was the most robust environmental predictor, whereas population density contributed little, and exploratory, predictive associations—not causal effects—should guide risk stratification and require prospective validation with time-matched longitudinal data.

Feng-Ling Chen, Jin-Sen He, Hui-Hui Liu et al. · 0 citations
Jul 2026

Urban heat island intensity and chikungunya incidence: a multi-city time-series analysis in Brazil.

UHII-CHIKV associations were heterogeneous; city-specific thermal context should inform integrating satellite-derived heat metrics into arboviral surveillance, as several associations attenuated or lost statistical significance under overdispersion-robust models and were sensitive to individual epidemic years.

Zhi-Lin Wu, Hai-Lun Pi, Jingxiao Shang et al. · 0 citations

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