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 to identify social determinants of health in electronic health records
Social determinants of health (SDoH) play a critical role in patient outcomes, yet their
documentation is often missing or incomplete in the structured data of electronic health …
documentation is often missing or incomplete in the structured data of electronic health …
[HTML][HTML] Classifying social determinants of health from unstructured electronic health records using deep learning-based natural language processing
Objective Social determinants of health (SDOH) are non-medical factors that can profoundly
impact patient health outcomes. However, SDOH are rarely available in structured electronic …
impact patient health outcomes. However, SDOH are rarely available in structured electronic …
[HTML][HTML] Social and behavioral determinants of health in the era of artificial intelligence with electronic health records: a scoping review
KBS Agnikula, E Balls-BerryJoyce Joy - Health Data Science, 2021 - spj.science.org
Background. There is growing evidence that social and behavioral determinants of health
(SBDH) play a substantial effect in a wide range of health outcomes. Electronic health …
(SBDH) play a substantial effect in a wide range of health outcomes. Electronic health …
A study of social and behavioral determinants of health in lung cancer patients using transformers-based natural language processing models
Social and behavioral determinants of health (SBDoH) have important roles in shaping
people's health. In clinical research studies, especially comparative effectiveness studies …
people's health. In clinical research studies, especially comparative effectiveness studies …
Identification of social determinants of health using multi-label classification of electronic health record clinical notes
R Stemerman, J Arguello, J Brice, A Krishnamurthy… - JAMIA …, 2021 - academic.oup.com
Objectives Social determinants of health (SDH), key contributors to health, are rarely
systematically measured and collected in the electronic health record (EHR). We investigate …
systematically measured and collected in the electronic health record (EHR). We investigate …
Extracting social determinants of health events with transformer-based multitask, multilabel named entity recognition
Objective Social determinants of health (SDOH) are nonclinical, socioeconomic conditions
that influence patient health and quality of life. Identifying SDOH may help clinicians target …
that influence patient health and quality of life. Identifying SDOH may help clinicians target …
Development and assessment of a natural language processing model to identify residential instability in electronic health records' unstructured data: a comparison of …
Objective To evaluate whether a natural language processing (NLP) algorithm could be
adapted to extract, with acceptable validity, markers of residential instability (ie …
adapted to extract, with acceptable validity, markers of residential instability (ie …
Extracting social determinants of health from clinical note text with classification and sequence-to-sequence approaches
B Romanowski, A Ben Abacha… - Journal of the American …, 2023 - academic.oup.com
Objective Social determinants of health (SDOH) are nonmedical factors that can influence
health outcomes. This paper seeks to extract SDOH from clinical texts in the context of the …
health outcomes. This paper seeks to extract SDOH from clinical texts in the context of the …
Natural language processing-driven state machines to extract social factors from unstructured clinical documentation
Objective This study sought to create natural language processing algorithms to extract the
presence of social factors from clinical text in 3 areas:(1) housing,(2) financial, and (3) …
presence of social factors from clinical text in 3 areas:(1) housing,(2) financial, and (3) …