Development and validation of deep learning models for identifying the brand of pedicle screws on plain spine radiographs.

The DL models demonstrated stable performance in identifying the brand of PS-based instrumentation based on AP and/or lateral images of PRS, which may assist orthopedic spine surgeons in preoperative revision planning in clinical practice.