# A pilot study for the prediction of liver function related scores using breath biomarkers and machine learning

> Research article (Scientific Reports, 2022) · cited 20× · AI/ML

**Wikidata**: [openalex:W4220661482](https://www.wikidata.org/wiki/openalex:W4220661482)  
**Source**: https://4ort.xyz/entity/a-pilot-study-for-the-prediction-of-liver-function-related-scores-using-breath-biomarkers-and-machine-learning