Machine Learning and Deep Learning Models for Automated Protocoling of Emergency Brain MRI Using Text from Clinical Referrals
Heidi Huhtanen, Mikko Nyman, Antti Karlsson, Jussi Hirvonen
Abstract
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.
Topics & Concepts
Artificial intelligenceMachine learningComputer scienceProtocol (science)Deep learningContrast (vision)Naive Bayes classifierTest setSupport vector machineMedicinePathologyAlternative medicineRadiomics and Machine Learning in Medical ImagingLung Cancer Diagnosis and TreatmentArtificial Intelligence in Healthcare and Education