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Annotating Social Determinants of Health Using Active Learning, and Characterizing Determinants Using Neural Event Extraction
Social determinants of health (SDOH) affect health outcomes, and knowledge of SDOH can inform clinical decision-making. Automatically extracting SDOH information from clinical text requires data-driven information extraction models trained on annotated corpora that are heterogeneous and frequently include critical SDOH. This talk will present a new corpus with SDOH annotations, a novel active learning framework, and the first extraction results on the new corpus. It will also describe an up-coming NLP shared-task that will utilize this corpus.

Nov 5, 2021 12:30 PM in Pacific Time (US and Canada)

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