Artificial intelligence–assisted training for rib fracture interpretation: a prospective study in undergraduate medical students

AI-assisted training significantly enhances early diagnostic performance and confidence in rib fracture detection on chest radiographs, a key competency in trauma and emergency care, with partial skill retention after AI withdrawal. Integrating AI into early trauma imaging training may strengthen radiology training but requires strategies to mitigate automation bias and foster independent judgment.

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Publication Details

Journal
World Journal of Emergency Surgery
Published
2026-02-14
DOI
https://doi.org/10.1186/s13017-026-00678-y
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Artificial intelligence–assisted training for rib fracture interpretation: a prospective study in undergraduate medical students

Chia‐Cheng Wang, Chien-An Liao, Chih-Po Hsu, Chih-Yuan Fu et al.
World Journal of Emergency Surgery
Artificial Intelligence in Healthcare and Education
article

Artificial intelligence–assisted training for rib fracture interpretation: a prospective study in undergraduate medical students

Chia‐Cheng Wang, Chien-An Liao, Chih-Po Hsu, Chih-Yuan Fu, Ling-Wei Kuo, Yu-San Tee, Chien-Hung Liao, Chi-Tung Cheng
article en

Abstract

AI-assisted training significantly enhances early diagnostic performance and confidence in rib fracture detection on chest radiographs, a key competency in trauma and emergency care, with partial skill retention after AI withdrawal. Integrating AI into early trauma imaging training may strengthen radiology training but requires strategies to mitigate automation bias and foster independent judgment.

World Journal of Emergency SurgeryVol. 21(1)
National Taiwan University (TW), Chang Gung University (TW), Chang Gung Memorial Hospital (TW), Linkou Chang Gung Memorial Hospital (TW)
Openalex Percentile: Top 57%
Artificial Intelligence in Healthcare and Education
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Artificial intelligence–assisted training for rib fracture interpretation: a prospective study in undergraduate medical students — Chia‐Cheng Wang, Chien-An Liao, et al. · World Journal of Emergency Surgery (2026) | TGRS Research Map | TGRS