# A clinician’s guide to understanding and critically appraising machine learning studies: a checklist for Ruling Out Bias Using Standard Tools in Machine Learning (ROBUST-ML)

> Research article (European Heart Journal - Digital Health, 2022) · cited 59× · AI/ML

**Wikidata**: [openalex:W4229061099](https://www.wikidata.org/wiki/openalex:W4229061099)  
**Source**: https://4ort.xyz/entity/a-clinicians-guide-to-understanding-and-critically-appraising-machine-learning-studies-a-checklist-for-ruling-out-bias-u