Machine Learning and Deep Learning Models for Automated Protocoling of Emergency Brain MRI Using Text from Clinical Referrals

Both traditional machine learning models and newer deep learning models, like bidirectional encoder representations from transformers and generative pretrained transformer–3.5 Open AI, GPT-3.5 Turbo, performed well in automatic protocoling of emergency brain MRI scans based on text from clinical referrals.