Identifying social determinants of health from clinical narratives: A study of performance, documentation ratio, and potential bias
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 …
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 …
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
Objective Social determinants of health (SDoH) are nonclinical dispositions that impact
patient health risks and clinical outcomes. Leveraging SDoH in clinical decision-making can …
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
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 …
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
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 …
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
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 …
SODA (ie, SOcial DeterminAnts), with pre-trained transformer models to extract social …
Task formulation for extracting social determinants of health from clinical narratives
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 …
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 …
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
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 …
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
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 …
treatment outcomes. There is an increasing interest in exploring SDoH captured in electronic …