# A machine learning framework for short-term prediction of chronic obstructive pulmonary disease exacerbations using personal air quality monitors and lifestyle data

> Research article (Scientific Reports, 2025) · cited 16× · AI/ML

**Wikidata**: [openalex:W4406551147](https://www.wikidata.org/wiki/openalex:W4406551147)  
**Source**: https://4ort.xyz/entity/a-machine-learning-framework-for-short-term-prediction-of-chronic-obstructive-pulmonary-disease-exacerbations-using-pers