# Prediction of Smoking Habits From Class-Imbalanced Saliva Microbiome Data Using Data Augmentation and Machine Learning

> Research article (Frontiers in Microbiology, 2022) · cited 15× · AI/ML

**Wikidata**: [openalex:W4285797921](https://www.wikidata.org/wiki/openalex:W4285797921)  
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