JAMA Pediatrics · 2023 · 23 citations · 4 references
ComputingBiostatisticsClinical SciencesClinical Decision SupportMachine LearningStatisticsClinical Decision-makingClinical TrialsPredictive Health ModelingRisk PredictionStatistical AnalysisStatistical InferenceClinical LearningClinical Risk PredictionDiagnostic Prediction ModelsMachine Learning Decision SupportMachine Learning For HealthcareMachine Learning Prediction ModelsPrediction ModelsPredictive Outcome Modeling
This Viewpoint describes the false dichotomy between statistics and machine learning and suggests considerations in building and evaluating clinical prediction models.
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Calibration: the Achilles heel of predictive analytics
Ben Van Calster, David J. McLernon, Maarten van Smeden et al. · BMC Medicine · 2019 · 1.9K citations · Full text