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Hi-BEHRT: Hierarchical Transformer-Based Model for Accurate Prediction of Clinical Events Using Multimodal Longitudinal Electronic Health Records.

, , , , , , , and . IEEE J. Biomed. Health Informatics, 27 (2): 1106-1117 (February 2023)

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BEHRT: Transformer for Electronic Health Records., , , , , , , and . CoRR, (2019)An Explainable Transformer-Based Deep Learning Model for the Prediction of Incident Heart Failure., , , , , , , , and . IEEE J. Biomed. Health Informatics, 26 (7): 3362-3372 (2022)Targeted-BEHRT: Deep Learning for Observational Causal Inference on Longitudinal Electronic Health Records., , , , , , , and . IEEE Trans. Neural Networks Learn. Syst., 35 (4): 5027-5038 (April 2024)An explainable Transformer-based deep learning model for the prediction of incident heart failure., , , , , , , , and . CoRR, (2021)Uncertainty-Aware Interpretable Deep Learning for Slum Mapping and Monitoring., , , , , , , , , and . Remote. Sens., 14 (13): 3072 (2022)Features, outcomes, and challenges in mobile health interventions for patients living with chronic diseases: A review of systematic reviews., , , , , and . Int. J. Medical Informatics, (2019)Learning Multimorbidity Patterns from Electronic Health Records Using Non-negative Matrix Factorisation., , , , , , , and . CoRR, (2019)Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records., , , , , , , and . CoRR, (2021)Deep learning for electronic health records: A comparative review of multiple deep neural architectures., , , , , , , , , and 3 other author(s). J. Biomed. Informatics, (2020)Hi-BEHRT: Hierarchical Transformer-Based Model for Accurate Prediction of Clinical Events Using Multimodal Longitudinal Electronic Health Records., , , , , , , and . IEEE J. Biomed. Health Informatics, 27 (2): 1106-1117 (February 2023)