Ewout W. Steyerberg

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

2019 · 1.814 Zit. · Journal of Clinical Epidemiology

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

2014 · 762 Zit. · BMC Medical Research Methodology

Guidelines and quality criteria for artificial intelligence-based prediction models in healthcare: a scoping review

2022 · 449 Zit. · npj Digital Medicine

Big Data and Predictive Analytics

2018 · 238 Zit. · JAMA

Predictive analytics in health care: how can we know it works?

2019 · 209 Zit. · Journal of the American Medical Informatics Association

The digital scribe in clinical practice: a scoping review and research agenda

2021 · 133 Zit. · npj Digital Medicine

Consensus Statement on Electronic Health Predictive Analytics: A Guiding Framework to Address Challenges

2016 · 53 Zit. · eGEMs (Generating Evidence & Methods to improve patient outcomes)

Predicting Readmission or Death After Discharge From the ICU: External Validation and Retraining of a Machine Learning Model

2022 · 34 Zit. · Critical Care Medicine

Artificial intelligence fracture recognition on computed tomography: review of literature and recommendations

2022 · 32 Zit. · European Journal of Trauma and Emergency Surgery

Intensive Care Unit Physicians’ Perspectives on Artificial Intelligence–Based Clinical Decision Support Tools: Preimplementation Survey Study

2022 · 30 Zit. · JMIR Human Factors

Guidance for unbiased predictive information for healthcare decision-making and equity (GUIDE): considerations when race may be a prognostic factor

2024 · 19 Zit. · npj Digital Medicine

Artificial Intelligence Algorithms for Medical Prediction Should Be Nonproprietary and Readily Available

2019 · 15 Zit. · JAMA Internal Medicine

Performance evaluation of predictive AI models to support medical\n decisions: Overview and guidance

2024 · 12 Zit. · arXiv (Cornell University)

Machine Learning Did Not Outperform Conventional Competing Risk Modeling to Predict Revision Arthroplasty

2024 · 10 Zit. · Clinical Orthopaedics and Related Research

Evaluation of performance measures in predictive artificial intelligence models to support medical decisions: overview and guidance

2025 · 8 Zit. · The Lancet Digital Health