Identifying social determinants of health from clinical narratives: A study of performance, documentation ratio, and potential bias

Z Yu, C Peng, X Yang, C Dang, P Adekkanattu… - Journal of biomedical …, 2024 - Elsevier
Objective To develop a natural language processing (NLP) package to extract social
determinants of health (SDoH) from clinical narratives, examine the bias among race and …

Advancements in extracting social determinants of health information from narrative text

K Lybarger, OJ Bear Don't Walk IV… - Journal of the …, 2023 - academic.oup.com
Social determinants of health (SDoH) are the conditions in which people are born, live, work,
and age that affect personal well-being, health outcomes, and life expectancy. 1 SDoH …

Extracting social determinants of health from electronic health records using natural language processing: a systematic review

BG Patra, MM Sharma, V Vekaria… - Journal of the …, 2021 - academic.oup.com
Objective Social determinants of health (SDoH) are nonclinical dispositions that impact
patient health risks and clinical outcomes. Leveraging SDoH in clinical decision-making can …

Large Language Models for Social Determinants of Health Information Extraction from Clinical Notes-A Generalizable Approach across Institutions

VK Keloth, S Selek, Q Chen, C Gilman, S Fu, Y Dang… - medRxiv, 2024 - medrxiv.org
The consistent and persuasive evidence illustrating the influence of social determinants on
health has prompted a growing realization throughout the health care sector that enhancing …

The 2022 n2c2/UW shared task on extracting social determinants of health

K Lybarger, M Yetisgen, Ö Uzuner - Journal of the American …, 2023 - academic.oup.com
Objective The n2c2/UW SDOH Challenge explores the extraction of social determinant of
health (SDOH) information from clinical notes. The objectives include the advancement of …

Soda: A natural language processing package to extract social determinants of health for cancer studies

Z Yu, X Yang, C Dang, P Adekkanattu, BG Patra… - arXiv preprint arXiv …, 2022 - arxiv.org
Objective: We aim to develop an open-source natural language processing (NLP) package,
SODA (ie, SOcial DeterminAnts), with pre-trained transformer models to extract social …

Task formulation for extracting social determinants of health from clinical narratives

M Torii, IM Finn, S Doan, P Wang, EW Yang… - arXiv preprint arXiv …, 2023 - arxiv.org
Objective: The 2022 n2c2 NLP Challenge posed identification of social determinants of
health (SDOH) in clinical narratives. We present three systems that we developed for the …

Leveraging natural language processing to augment structured social determinants of health data in the electronic health record

K Lybarger, NJ Dobbins, R Long… - Journal of the …, 2023 - academic.oup.com
Objective Social determinants of health (SDOH) impact health outcomes and are
documented in the electronic health record (EHR) through structured data and unstructured …

[HTML][HTML] Annotation dataset of social determinants of health from MIMIC-III Clinical Care Database

M Guevara, S Chen, S Thomas, D Bitterman - Physionet, 2023 - physionet.org
Social determinants of health (SDoH) have an important impact on patient outcomes but are
incompletely collected from the electronic health records (EHR). This study researched the …

Assessing the documentation of social determinants of health for lung cancer patients in clinical narratives

Z Yu, X Yang, Y Guo, J Bian, Y Wu - Frontiers in public health, 2022 - frontiersin.org
Social determinants of health (SDoH) are important factors associated with cancer risk and
treatment outcomes. There is an increasing interest in exploring SDoH captured in electronic …