# Application of tongue image characteristics and oral-gut microbiota in predicting pre-diabetes and type 2 diabetes with machine learning

> Research article (Frontiers in Cellular and Infection Microbiology, 2024) · cited 17× · AI/ML

**Wikidata**: [openalex:W4404052130](https://www.wikidata.org/wiki/openalex:W4404052130)  
**Source**: https://4ort.xyz/entity/application-of-tongue-image-characteristics-and-oral-gut-microbiota-in-predicting-pre-diabetes-and-type-2-diabetes-with-