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Predicting Behavioral Determinants of Health from Clinical Text Using Transformer Models and BiLSTM
2025-10-15
health informatics
Title + abstract only
View on medRxiv
Show abstract
ObjectiveSocial and behavioral determinants of health play a critical role in patient outcomes, yet much of this information is documented only in unstructured clinical text rather than structured records. Detecting these factors using natural language processing enables a deeper understanding of patient health and supports better decision-making. This study aims to improve the prediction of Behavioral Determinants of Health (BDoH) from medical records by systematically comparing multiple transf...
Predicted journal destinations
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Journal of Biomedical Informatics
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Scientific Reports
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International Journal of Medical Informatics
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Nature Communications
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JMIR Medical Informatics
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Computers in Biology and Medicine
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BMC Medical Research Methodology
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Patterns
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PLOS Computational Biology
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Communications Medicine
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