Prediction of multiclass surgical outcomes in glaucoma using multimodal deep learning based on free-text operative notes and structured EHR data.

Wei-Chun LinAiyin ChenXubo SongNicole G Weiskopf Michael F Chiang Michelle R Hribar

Published in: Journal of the American Medical Informatics Association : JAMIA (2023)

Our results show the potential of deep learning models to enhance clinical decision-making for postoperative management. They can be applied to other specialties to improve surgical outcome predictions.

Keyphrases

deep learning
electronic health record
decision making
artificial intelligence
convolutional neural network
machine learning
big data
patients undergoing
pain management
smoking cessation
risk assessment
optic nerve