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◆ Radiology Artificial Intelligence2026-06-24· Medicine

Impact of Exposure Parameters on Deep Learning Models in Chest Radiography and Implications for Deployment

H. Shu, Shun-Ting Chang, Rodrigo Rosa Gameiro, Judy Wawira Gichoya, Leo Anthony Celi, Po‐Chih Kuo

原始摘要(英文原文)· Original abstract
An algorithmic framework was developed to identify and quantify shortcut learning and bias driven by exposure parameters in chest radiographs, revealing hidden sources of bias in medical artificial intelligence.
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Impact of Exposure Parameters on Deep Learning Models in Chest Radiography and Implications for Deployment — 科研速览 Science Skim