Gleamer BoneView is a commercially available AI algorithm for fracture detection in radiographs. We aim to test if the algorithm can assist in better sensitivity and specificity for fracture detection by residents with prospective integration into clinical workflow. Radiographs with inquiry for fracture initially reviewed by two residents were randomly assigned and included. A preliminary diagnosis of a possible fracture was made. Thereafter, the AI decision on presence and location of possible fractures was shown and changes to diagnosis could be made. Final diagnosis of fracture was made by a board-certified radiologist with over eight years of experience, or if available, cross-sectional imaging. Sensitivity and specificity of the human report, AI diagnosis, and assisted report were calculated in comparison to the final expert diagnosis. 1163 exams in 735 patients were included, with a total of 367 fractures (31.56%). Pure human sensitivity was 84.74%, and AI sensitivity was 86.92%. Thirty-five changes were made after showing AI results, 33 of which resulted in the correct diagnosis, resulting in 25 additionally found fractures. This resulted in a sensitivity of 91.28% for the assisted report. Specificity was 97.11, 84.67, and 97.36%, respectively. AI assistance showed an increase in sensitivity for both residents, without a loss of specificity.
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http://dx.doi.org/10.3390/life13010223 | DOI Listing |
Global Spine J
January 2025
Department of Orthopaedics, Phramongkutklao Hospital and College of Medicine, Bangkok, Thailand.
Study Design: Systematic review.
Objective: Artificial intelligence (AI) and deep learning (DL) models have recently emerged as tools to improve fracture detection, mainly through imaging modalities such as computed tomography (CT) and radiographs. This systematic review evaluates the diagnostic performance of AI and DL models in detecting cervical spine fractures and assesses their potential role in clinical practice.
Introduction Chronic stress is a major burden in our society and increases the risk for various somatic and mental diseases, in part via promoting chronic low-grade inflammation. Interestingly, the vulnerability for chronic stress during adulthood varies widely among individuals, with some being more resilient than others. For instance, women, relative to men, are at higher risk for developing typical stress-related diseases, including depression and post-traumatic stress disorder (PTSD).
View Article and Find Full Text PDFInjury
January 2025
Institute for Biomechanics, Paracelsus Medical University, Strubergasse 21, 5020 Salzburg, Austria; Department of Trauma Surgery, BG Unfallklinik Murnau, Professor-Küntscher-Str. 8, 82418 Murnau am Staffelsee, Germany.
Treatment algorithms for fracture nonunion depend on the presence or absence of bacterial infection. However, it is often impossible to identify infection preoperatively. While some infections may present with clinical signs of infection, low-grade infections lack infection signs and have a clinical presentation similar to aseptic nonunion.
View Article and Find Full Text PDFMaterials (Basel)
December 2024
LAPLACE, Université de Toulouse, CNRS, INPT, UPS, 31077 Toulouse, France.
Fracto-emission is the ejection of electrons and positive ions from matter undergoing a mechanical fracture. The creation and propagation of fractures in insulating material can generate an electrical signal that can be detected using a sufficiently fast signal recorder. The theoretical equations related to crack creation/propagation that induce an externally electric signal are detailed for two conditions: with and without an external applied electric voltage.
View Article and Find Full Text PDFDiagnostics (Basel)
December 2024
Department of Radiology, Turku University Hospital, University of Turku, 20014 Turku, Finland.
Regarding our publication, entitled "Discrepancies between Radiology Specialists and Residents in Fracture Detection from Musculoskeletal Radiographs" [...
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