A PRISMA systematic review of 106 papers finds NLP on chronic disease clinical notes concentrates on classification and entity extraction with shallow machine learning, while deep learning, relation extraction, and temporal modeling remain rare.
Prediction of incident hypertension within the next year: prospective study using statewide electronic health records and machine learning
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Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review
A PRISMA systematic review of 106 papers finds NLP on chronic disease clinical notes concentrates on classification and entity extraction with shallow machine learning, while deep learning, relation extraction, and temporal modeling remain rare.