Development and multi-institutional validation of a convolutional neural network to detect vertebral body mis-alignments in 2D x-ray setup images.

Rachel Petragallo, Pascal Bertram,Per Halvorsen, Ileana Iftimia,Daniel A Low,Olivier Morin,Ganesh Narayanasamy,Daniel L Saenz, Kevinraj N Sukumar, Gilmer Valdes, Lauren Weinstein,Michelle C Wells,Benjamin P Ziemer,James M Lamb

Medical physics（2023）

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摘要

This study demonstrated the CNN-based vertebral body misalignment model is robust when applied to previously unseen test data from an outside institution, indicating that this proposed additional safeguard against misalignment is feasible.

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关键词

convolutional neural networks,patient safety,planar x-ray setup images

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