A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models - Christodoulou, Evangelia; Ma, Jie; Collins, Gary S.; Steyerberg, Ewout W.; Verbakel, Jan Y.; Van Calster, Ben (Journal of clinical epidemiology, 2019)
Keywords: Algorithms; Area Under Curve; Artificial intelligence; Artificial neural networks; AUC; Bias; Calibration; Classification; Clinical prediction models; Confidence intervals; Discriminant analysis; Epidemiology; Humans; Learning algorithms; Logistic Models; Logistic regression; Machine learning; Mathematical models; Medical research; Modelling; Models, Theoretical; Neural networks; Outcome Assessment, Health Care; Prediction models; Predictive Value of Tests; Regression analysis; Reporting; Sensitivity and Specificity; Statistical analysis; Supervised Machine Learning; Support vector machines; Systematic review; Clinical prediction models; Logistic regression; Calibration; Reporting; Machine learning; AUC