AIMC Topic: Social Determinants of Health

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Using applied machine learning to predict healthcare utilization based on socioeconomic determinants of care.

The American journal of managed care Jan 1, 2020
OBJECTIVES: To determine if it is possible to risk-stratify avoidable utilization without clinical data and with limited patient-level data.
Humans Machine Learning Female Hospitalization Aged Young Adult Adult Male Middle Aged Infant Adolescent Child, Preschool Child Socioeconomic Factors Decision Trees Emergency Service, Hospital Social Determinants of Health Risk Georgia Patient Acceptance of Health Care Ohio Alabama
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Identifying Patients with Significant Problems Related to Social Determinants of Health with Natural Language Processing.

Studies in health technology and informatics Aug 21, 2019
Social and behavioral factors influence health but are infrequently recorded in electronic health records (EHRs). Here, we demonstrate that psychosocial vital signs can be extracted from EHR data. We processed structured and unstructured EHR data usi...
Humans Electronic Health Records Natural Language Processing Social Determinants of Health Vital Signs Records
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Enrich classifications in psychiatry with textual data: an ontology for psychiatry including social concepts.

Studies in health technology and informatics Jan 1, 2015
We propose a modular approach to develop an ontology of psychiatry, ONTOPSYCHIA, based on Patient Discharges Summaries (PDS) and divided into three modules (i.e. social, mental disorders and treatments). We decided to take into account the social asp...
Mental Disorders Psychiatry Electronic Health Records Psychiatric Status Rating Scales Natural Language Processing Data Mining Semantics Biological Ontologies Social Determinants of Health France Terminology as Topic Patient Discharge Summaries
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