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Last Posted: Apr 17, 2024
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Translating predictive analytics for public health practice: A case study of overdose prevention in Rhode Island.
Bennett Allen et al. Am J Epidemiol 2023 5

Prior applications of machine learning to population health have relied on conventional model assessment criteria, limiting the utility of models as decision supports for public health practitioners. To facilitate practitioner use of machine learning as decision support for area-level intervention, this study developed and applied four practice-based predictive model evaluation criteria (implementation capacity, preventive potential, health equity, and jurisdictional practicalities). We used a case study of overdose prevention in Rhode Island to illustrate how these criteria could inform public health practice and health equity promotion.

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