# The prototype device for non-invasive diagnosis of arteriovenous fistula condition using machine learning methods

> Research article (Scientific Reports, 2020) · cited 15× · AI/ML

**Wikidata**: [openalex:W3089416581](https://www.wikidata.org/wiki/openalex:W3089416581)  
**Source**: https://4ort.xyz/entity/the-prototype-device-for-non-invasive-diagnosis-of-arteriovenous-fistula-condition-using-machine-learning-methods