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 …
Social determinants of health in electronic health records and their impact on analysis and risk prediction: a systematic review
Objective This integrative review identifies and analyzes the extant literature to examine the
integration of social determinants of health (SDoH) domains into electronic health records …
integration of social determinants of health (SDoH) domains into electronic health records …
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 …
Artificial intelligence in nursing: Priorities and opportunities from an international invitational think‐tank of the Nursing and Artificial Intelligence Leadership …
CE Ronquillo, LM Peltonen, L Pruinelli… - Journal of advanced …, 2021 - Wiley Online Library
Aim To develop a consensus paper on the central points of an international invitational think‐
tank on nursing and artificial intelligence (AI). Methods We established the Nursing and …
tank on nursing and artificial intelligence (AI). Methods We established the Nursing and …
[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 …
Use of electronic medical records in development and validation of risk prediction models of hospital readmission: systematic review
Objective To provide focused evaluation of predictive modeling of electronic medical record
(EMR) data to predict 30 day hospital readmission. Design Systematic review. Data source …
(EMR) data to predict 30 day hospital readmission. Design Systematic review. Data source …
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 …
Machine learning applied to electronic health record data in home healthcare: a scoping review
Objective Despite recent calls for home healthcare (HHC) to integrate informatics, the
application of machine learning in HHC is relatively unknown. Thus, this study aimed to …
application of machine learning in HHC is relatively unknown. Thus, this study aimed to …
[HTML][HTML] Assessing the availability of data on social and behavioral determinants in structured and unstructured electronic health records: a retrospective analysis of a …
E Hatef, M Rouhizadeh, I Tia, E Lasser… - JMIR medical …, 2019 - medinform.jmir.org
Background: Most US health care providers have adopted electronic health records (EHRs)
that facilitate the uniform collection of clinical information. However, standardized data …
that facilitate the uniform collection of clinical information. However, standardized data …
Tasks as needs: reframing the paradigm of clinical natural language processing research for real-world decision support
A Lederman, R Lederman… - Journal of the American …, 2022 - academic.oup.com
Electronic medical records are increasingly used to store patient information in hospitals and
other clinical settings. There has been a corresponding proliferation of clinical natural …
other clinical settings. There has been a corresponding proliferation of clinical natural …