Detecting pediatric wrist fractures using deep-learning-based object detection.

John R ZechGiuseppe CarotenutoZenas IgbinobaClement Vinh TranElena InsleyAlyssa BaccarellaTony T Wong

Published in: Pediatric radiology (2023)

An object-detection-based deep learning approach trained with only a few hundred examples identified radiographs containing pediatric wrist fractures with high accuracy. Access to model predictions significantly improved resident accuracy in diagnosing these fractures.

Keyphrases

deep learning
working memory
loop mediated isothermal amplification
artificial intelligence
label free
convolutional neural network
machine learning
patient safety
resistance training
high intensity