# Machine Learning–Based Early Warning Systems for Clinical Deterioration: Systematic Scoping Review

> Research article (Journal of Medical Internet Research, 2020) · cited 140× · AI/ML

**Wikidata**: [openalex:W3118010610](https://www.wikidata.org/wiki/openalex:W3118010610)  
**Source**: https://4ort.xyz/entity/machine-learningbased-early-warning-systems-for-clinical-deterioration-systematic-scoping-review