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A CO-TRAINING FRAMEWORK TO MUTUALLY IMPROVE CONCEPT EXTRACTION FROM CLINICAL NOTES AND MEDICAL IMAGE CLASSIFICATION
A CO-TRAINING FRAMEWORK TO MUTUALLY IMPROVE CONCEPT EXTRACTION FROM CLINICAL NOTES AND MEDICAL IMAGE CLASSIFICATION
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机译:共同训练框架,用于临床备注和医学图像分类中的互补概念提取
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摘要
A system and method for training a text report identification machine learning model and an image identification machine learning model, including: initially training a text report machine learning model, using a labeled set of text reports including text pre-processing the text report and extracting features from the pre-processed text report, wherein the extracted features are input into the text report machine learning model; initially training an image machine learning model, using a labeled set of images; applying the initially trained text report machine learning model to a first set of unlabeled text reports with associated images to label the associated images; selecting a first portion of labeled associated images; re-training the image machine learning model using the selected first portion of labeled associated images; applying the initially trained image machine learning model to a first set of unlabeled images with associated text reports to label the associated text reports; selecting a first portion of labeled associated text reports; and re-training the text report machine learning model using the selected first portion of labeled associated text reports.
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