Circulation Reports · 2022 · 15 citations · 23 references
MedicineCardiologyHealth PolicyEpidemiologyPreventive CardiologyRisk AssessmentCardiovascular DiseaseCardiovascular RiskCoronary Artery DiseaseRisk PredictionRisk StratificationSurvival PredictionAtherosclerotic Cardiovascular Disease Risk EstimationAtherosclerotic ProgressionAtherosclerotic Risk AssessmentAtherosclerotic Risk StratificationCardiovascular Risk DetectionCardiovascular Risk MarkersCardiovascular Risk StratificationRandom Forests
We present a machine learning technique for accurate assessment of cardiovascular risk using employer-mandated annual health checkup information. The algorithm produces individual-level risk curves over time, empowering clinicians to efficiently implement prevention strategies in a low-risk population.
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Prediction of Coronary Heart Disease Using Risk Factor Categories
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2013 ACC/AHA Guideline on the Assessment of Cardiovascular Risk
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Linda P. Fried, Nemat O. Borhani, Paul Enright et al. · Annals of Epidemiology · 1991 · 3.7K citations