# Automatic vein measurement by ultrasonography to prevent peripheral intravenous catheter failure for clinical practice using artificial intelligence: development and evaluation study of an automatic detection method based on deep learning

> Research article (BMJ Open, 2022) · cited 12× · AI/ML

**Wikidata**: [openalex:W4281476742](https://www.wikidata.org/wiki/openalex:W4281476742)  
**Source**: https://4ort.xyz/entity/automatic-vein-measurement-by-ultrasonography-to-prevent-peripheral-intravenous-catheter-failure-for-clinical-practice-u