# Identifying and validating blood mRNA biomarkers for acute and chronic insufficient sleep in humans: a machine learning approach

> Research article (SLEEP, 2018) · cited 45× · AI/ML

**Wikidata**: [openalex:W2892380887](https://www.wikidata.org/wiki/openalex:W2892380887)  
**Source**: https://4ort.xyz/entity/identifying-and-validating-blood-mrna-biomarkers-for-acute-and-chronic-insufficient-sleep-in-humans-a-machine-learning-a