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A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

Evangelia Christodoulou, Jie Ma, Gary S. Collins, Ewout W. Steyerberg, Jan Y. Verbakel, Ben Van Calster

2019Journal of Clinical Epidemiology1,970 citationsDOIOpen Access PDF

Topics & Concepts

Logistic regressionMachine learningRegressionStatisticsArtificial intelligenceComputer scienceRegression analysisLogistic model treeMedicineMathematicsArtificial Intelligence in Healthcare and EducationMachine Learning in HealthcareExplainable Artificial Intelligence (XAI)
A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models | Litcius