# Pneumothorax detection in chest radiographs: optimizing artificial intelligence system for accuracy and confounding bias reduction using in-image annotations in algorithm training

> Research article (European Radiology, 2021) · cited 43× · AI/ML

**Wikidata**: [openalex:W3144886804](https://www.wikidata.org/wiki/openalex:W3144886804)  
**Source**: https://4ort.xyz/entity/pneumothorax-detection-in-chest-radiographs-optimizing-artificial-intelligence-system-for-accuracy-and-confounding-bias-