Publication

Comparative accuracy of two commercial AI algorithms for musculoskeletal trauma detection in emergency radiographs

Authors:

Jarno T. Huhtanen, Mikko Nyman, Roberto Blanco Sequeiros, Seppo K. Koskinen, Tomi K. Pudas, Sami Kajander, Pekka Niemi, Hannu J. Aronen, and Jussi Hirvonen

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Purpose

Missed fractures are the primary cause of interpretation errors in emergency radiology, and artificial intelligence has recently shown great promise in radiograph interpretation. This study compared the diagnostic performance of two AI algorithms, BoneView and RBfractureversion 2.2, in detecting traumatic abnormalities (fractures and dislocations) in MSK radiographs.

Key findings

  • No statistically significant differences were found in sensitivity or specificity between BoneView and RBfracture
  • The ratio of subtle to obvious findings in missed abnormalities was not statistically significantly different between AI algorithms
  • McNemar’s tests comparing BoneView and RBfracture indicated no significant differences in sensitivity or specificity in any of the included MSK regions
  • Performance was similar in adults and children
  • RBfracture demonstrated a sensitivity of 87.2% and a specificity of 89.2%
  • RBfracture demonstrated PPV of 85.1% and NPV of 90.8%
  • RBfracture demonstrated an accuracy of 88.4%

Open access

This research is open access

This original research can be read in Emergency Radiology, published in June 2025.

Funding and conflicts of interests

The authors have no conflicts of interest to declare that are relevant to the content of this article.

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