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Leveraging Natural Language Processing to Augment Structured Social Determinants of Health Data in the Electronic Health Record. (arXiv:2212.07538v2 [cs.CL] UPDATED)
cs.CL updates on arXiv.org arxiv.org
Objective: Social determinants of health (SDOH) impact health outcomes and
are documented in the electronic health record (EHR) through structured data
and unstructured clinical notes. However, clinical notes often contain more
comprehensive SDOH information, detailing aspects such as status, severity, and
temporality. This work has two primary objectives: i) develop a natural
language processing (NLP) information extraction model to capture detailed SDOH
information and ii) evaluate the information gain achieved by applying the SDOH
extractor to clinical narratives and combining …
arxiv data ehr electronic extraction health health data impact information information extraction language language processing natural natural language natural language processing nlp notes processing social structured data the information through unstructured work