AIMC Topic: Social Determinants of Health

Clear Filters Showing 51 to 60 of 63 articles

Artificial intelligence, ChatGPT, and other large language models for social determinants of health: Current state and future directions.

Cell reports. Medicine Jan 16, 2024
This perspective highlights the importance of addressing social determinants of health (SDOH) in patient health outcomes and health inequity, a global problem exacerbated by the COVID-19 pandemic. We provide a broad discussion on current developments...
Pandemics COVID-19 Language Humans Artificial Intelligence Social Determinants of Health
View on PubMed DOI

Boosting Social Determinants of Health Extraction with Semantic Knowledge Augmented Large Language Model.

AMIA ... Annual Symposium proceedings. AMIA Symposium Jan 1, 2024
Social determinants of health (SDoH) significantly impacts health outcomes and contributes to perpetuating health disparities across healthcare applications. However, automatic extraction of SDoH information from Electronic Health Records (EHRs) is c...
Humans Electronic Health Records Social Determinants of Health Unified Medical Language System Natural Language Processing Large Language Models Data Mining Semantics
View on PubMed

Artificial intelligence in primary care practice: Qualitative study to understand perspectives on using AI to derive patient social data.

Canadian family physician Medecin de famille canadien Jan 1, 2024
OBJECTIVE: To understand the perspectives of primary care clinicians and health system leaders on the use of artificial intelligence (AI) to derive information about patients' social determinants of health.
Female Adult Male Humans Artificial Intelligence Ontario Social Determinants of Health Attitude of Health Personnel Interviews as Topic Primary Health Care Middle Aged Qualitative Research
View on PubMed DOI

Developing an AI Tool to Derive Social Determinants of Health for Primary Care Patients: Qualitative Findings From a Codesign Workshop.

Annals of family medicine Jan 1, 2024
PURPOSE: Information about social determinants of health (SDOH) is essential for primary care clinicians in the delivery of equitable, comprehensive care, as well as for program planning and resource allocation. SDOH are rarely captured consistently ...
Social Determinants of Health Humans Primary Health Care Artificial Intelligence Ontario Electronic Health Records Qualitative Research
View on PubMed DOI

Social Determinants of Health in EMS Records: A Mixed-methods Analysis Using Natural Language Processing and Qualitative Content Analysis.

The western journal of emergency medicine Sep 1, 2023
Social determinants of health (SDoH) are known to impact the health and well-being of patients. However, information regarding them is not always collected in healthcare interactions, and healthcare professionals are not always well-trained or equip...
Algorithms Adult Emergency Medical Services Natural Language Processing Documentation Social Determinants of Health Humans
View on PubMed DOI

A marker-based neural network system for extracting social determinants of health.

Journal of the American Medical Informatics Association : JAMIA Jul 19, 2023
OBJECTIVE: The impact of social determinants of health (SDoH) on patients' healthcare quality and the disparity is well known. Many SDoH items are not coded in structured forms in electronic health records. These items are often captured in free-text...
Neural Networks, Computer Electronic Health Records Hospitals Humans Natural Language Processing Social Determinants of Health
View on PubMed DOI

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

Journal of the American Medical Informatics Association : JAMIA Jul 19, 2023
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 natural language processing (NLP) information extraction techniques for SD...
Information Storage and Retrieval Social Determinants of Health Electronic Health Records Natural Language Processing Humans
View on PubMed DOI

Evaluation of a Natural Language Processing Approach to Identify Social Determinants of Health in Electronic Health Records in a Diverse Community Cohort.

Medical care Mar 1, 2022
BACKGROUND: Health care systems in the United States are increasingly interested in measuring and addressing social determinants of health (SDoH). Advances in electronic health record systems and Natural Language Processing (NLP) create a unique oppo...
Middle Aged Surveys and Questionnaires Adolescent Cohort Studies United States Natural Language Processing Adult Sensitivity and Specificity Male Aged Young Adult Maryland Delivery of Health Care Social Determinants of Health Humans District of Columbia Electronic Health Records Housing Female Machine Learning Algorithms
View on PubMed DOI

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

Journal of the American Medical Informatics Association : JAMIA Nov 25, 2021
OBJECTIVE: Social determinants of health (SDoH) are nonclinical dispositions that impact patient health risks and clinical outcomes. Leveraging SDoH in clinical decision-making can potentially improve diagnosis, treatment planning, and patient outcom...
Data Management Natural Language Processing Social Determinants of Health Machine Learning Electronic Health Records Humans
View on PubMed DOI

Patient safety and quality improvement: Ethical principles for a regulatory approach to bias in healthcare machine learning.

Journal of the American Medical Informatics Association : JAMIA Dec 9, 2020
Accumulating evidence demonstrates the impact of bias that reflects social inequality on the performance of machine learning (ML) models in health care. Given their intended placement within healthcare decision making more broadly, ML tools require a...
Quality Improvement Patient Safety Social Determinants of Health Humans Government Regulation Healthcare Disparities Artificial Intelligence Prejudice Data Collection
View on PubMed DOI
Popular Topics
Recent Journals