# Clinical Explainability Failure (CEF) & Explainability Failure Ratio (EFR) – Changing the Way We Validate Classification Algorithms

> Research article (Journal of Medical Systems, 2022) · cited 12× · AI/ML

**Wikidata**: [openalex:W4221068535](https://www.wikidata.org/wiki/openalex:W4221068535)  
**Source**: https://4ort.xyz/entity/clinical-explainability-failure-cef-amp-explainability-failure-ratio-efr-changing-the-way-we-validate-classification-alg