AI for fracture diagnosis in clinical practice: Four approaches to systematic AI-implementation and their impact on AI-effectiveness

Implementation methods have a large impact on AI-effectiveness. These results suggest AI should not be considered for problem-solving or triage at this time; AI standalone performs better than either and may be a source of assistance where radiologists are unavailable. Best results were obtained implementing AI as safety net, which eliminates missed fractures with serious clinical consequences; even though false positives are increased, unnecessary treatments are limited.

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Publication Details

Journal
European Journal of Radiology
Published
2025-04-14
DOI
https://doi.org/10.1016/j.ejrad.2025.112113
Citations
5
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
2.62
Controls
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article

AI for fracture diagnosis in clinical practice: Four approaches to systematic AI-implementation and their impact on AI-effectiveness

D. Loeffen, Joachim Ernst Wildberger, Estelle C. Nijssen, Tim A. E. J. Boymans et al.
5 citations
European Journal of Radiology
Artificial Intelligence in Healthcare and Education
2.62
article

AI for fracture diagnosis in clinical practice: Four approaches to systematic AI-implementation and their impact on AI-effectiveness

D. Loeffen, Joachim Ernst Wildberger, Estelle C. Nijssen, Tim A. E. J. Boymans, Frank M. Zijta
article en
5 citations

Abstract

Implementation methods have a large impact on AI-effectiveness. These results suggest AI should not be considered for problem-solving or triage at this time; AI standalone performs better than either and may be a source of assistance where radiologists are unavailable. Best results were obtained implementing AI as safety net, which eliminates missed fractures with serious clinical consequences; even though false positives are increased, unnecessary treatments are limited.

European Journal of RadiologyVol. 187
Maastricht University Medical Centre (NL), Maastricht University (NL)
Openalex Percentile: Top 9%
Artificial Intelligence in Healthcare and Education
2.62
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