Ewout W. Steyerberg

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

The objective of this study was to compare performance of logistic regression (LR) with machine learning (ML) for clinical prediction modeling in the literature. We conducted a ...

Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal

Abstract Objective To review and appraise the validity and usefulness of published and preprint reports of prediction models for prognosis of patients with covid-19, and for det...

Clinical Prediction Models

Evaluation of Newer Risk Markers for Coronary Heart Disease Risk Classification

Netherlands Organization for Health Research and Development (ZonMw).

Calibration: the Achilles heel of predictive analytics

BackgroundThe assessment of calibration performance of risk prediction models based on regression or more flexible machine learning algorithms receives little attention.Main tex...