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Donya M. Mistareehi on Muck Rack

Donya M. Mistareehi

As seen in: Nature
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Articles

Pediatric fracture classification in plain radiographs using EfficientNetV2 with proximal policy optimization fine-tuning

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By Malek Mahmoud Barhoush, Salem Alhatamleh, Mahmoud Obeidat, Ali Saeed Almuflih, Ameera Jaradat, MOHAMMAD AMIN, Ruba Khasawneh, Donya M. Mistareehi, Hala Nawashi, Amer Hussein Obeidat, Amal Alishwait
| Nature Verified
Abstract Pediatric fracture detection in plain radiographs presents distinct clinical challenges due to the presence of growth plates, incomplete ossification, and subtle cortical irregularities that can closely mimic normal developmental bone appearances particularly in young children. These features contribute to documented inter-reader variability and missed fracture rates in busy emergency settings, underscoring the need for reliable automated decision support.
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