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Can I read Musculoskeletal Radiologist-level Performance by Using Deep Learning for Detection of Scaphoid Fractures on Conventional Multi-view Radiographs of Hand and Wrist on EtoBox?
Musculoskeletal Radiologist-level Performance by Using Deep Learning for Detection of Scaphoid Fractures on Conventional Multi-view Radiographs of Hand and Wrist by Nils Hendrix; Ward Hendrix; Kees van Dijke; Bas Maresch; Mario Maas; Stijn Bollen; Alexander Scholtens; Milko de Jonge; Lee-Ling Sharon Ong; Bram van Ginneken; Matthieu Rutten is a Medicine article available to read on EtoBox.
What is Musculoskeletal Radiologist-level Performance by Using Deep Learning for Detection of Scaphoid Fractures on Conventional Multi-view Radiographs of Hand and Wrist about?
## Abstract ## Objectives To assess how an artificial intelligence (AI) algorithm performs against five experienced musculoskeletal radiologists in diagnosing scaphoid fractures and whether it aids their diagnosis on conventional multi-view radiographs. ## Methods Four datasets of conventional hand, wrist, and scaphoid radiographs were retrospectively acquired at two hospitals (hospitals A and B). Dataset 1 (12,990 radiographs from 3353 patients, hospital A) and dataset 2 (1117 radiographs from 394 patients, hospital B) were used for training and testing a scaphoid localization and laterality classification component. Dataset 3 (4316 radiographs from 840 patients, hospital A) and dataset 4 (688 radiographs from 209 patients, hospital B) were used for training and testing the fracture detector. The algorithm was compared with the radiologists in an observer study. Evaluation metrics included sensitivity, specificity, positive predictive value (PPV), area under the characteristic operating curve (AUC), Cohen’s kappa coefficient (κ), fracture localization precision, and reading time. ## Results The algorithm detected scaphoid fractures with a sensitivity of 72%, specificity of 93%, PP
Who reads Musculoskeletal Radiologist-level Performance by Using Deep Learning for Detection of Scaphoid Fractures on Conventional Multi-view Radiographs of Hand and Wrist?
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- Author
- Nils Hendrix; Ward Hendrix; Kees van Dijke; Bas Maresch; Mario Maas; Stijn Bollen; Alexander Scholtens; Milko de Jonge; Lee-Ling Sharon Ong; Bram van Ginneken; Matthieu Rutten
- Publisher
- Springer Science and Business Media LLC
- Published
- 2022
- Language
- EN
- Field
- Medicine (Health Sciences)