Literature DB >> 29029685

Using structured and unstructured data to identify patients' need for services that address the social determinants of health.

Joshua R Vest1, Shaun J Grannis2, Dawn P Haut3, Paul K Halverson4, Nir Menachemi5.   

Abstract

INTRODUCTION: Increasingly, health care providers are adopting population health management approaches that address the social determinants of health (SDH). However, effectively identifying patients needing services that address a SDH in primary care settings is challenging. The purpose of the current study is to explore how various data sources can identify adult primary care patients that are in need of services that address SDH.
METHODS: A cross-sectional study described patients in need of SDH services offered by a safety-net hospital's federally qualified health center clinics. SDH services of social work, behavioral health, nutrition counseling, respiratory therapy, financial planning, medical-legal partnership assistance, patient navigation, and pharmacist consultation were offered on a co-located basis and were identified using structured billing and scheduling data, and unstructured electronic health record data. We report the prevalence of the eight different SDH service needs and the patient characteristics associated with service need. Moreover, characteristics of patients with SDH services need documented in structured data sources were compared with those documented by unstructured data sources.
RESULTS: More than half (53%) of patients needed SDH services. Those in need of such services tended to be female, older, more medically complex, and higher utilizers of services. Structured and unstructured data sources exhibited poor agreement on patient SDH services need. Patients with SDH services need documented by unstructured data tended to be more complex. DISCUSSION: The need for SDH services among a safety-net population is high. Identifying patients in need of such services requires multiple data sources with structured and unstructured data.
Copyright © 2017. Published by Elsevier B.V.

Entities:  

Keywords:  Medical informatics; Primary health care; Social determinants of health

Mesh:

Year:  2017        PMID: 29029685     DOI: 10.1016/j.ijmedinf.2017.09.008

Source DB:  PubMed          Journal:  Int J Med Inform        ISSN: 1386-5056            Impact factor:   4.046


  18 in total

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3.  Social determinants of health in electronic health records and their impact on analysis and risk prediction: A systematic review.

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Journal:  J Am Med Inform Assoc       Date:  2020-11-01       Impact factor: 4.497

4.  Detecting Social and Behavioral Determinants of Health with Structured and Free-Text Clinical Data.

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5.  Using natural language processing to classify social work interventions.

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6.  Identifying vulnerable older adult populations by contextualizing geriatric syndrome information in clinical notes of electronic health records.

Authors:  Tao Chen; Mark Dredze; Jonathan P Weiner; Hadi Kharrazi
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7.  Identification of social determinants of health using multi-label classification of electronic health record clinical notes.

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Review 8.  Social Determinants of Mental Health: Where We Are and Where We Need to Go.

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9.  Assessing the Impact of Social Needs and Social Determinants of Health on Health Care Utilization: Using Patient- and Community-Level Data.

Authors:  Elham Hatef; Xiaomeng Ma; Masoud Rouhizadeh; Gurmehar Singh; Jonathan P Weiner; Hadi Kharrazi
Journal:  Popul Health Manag       Date:  2020-06-25       Impact factor: 2.459

10.  Social Needs, Chronic Conditions, and Health Care Utilization among Medicaid Beneficiaries.

Authors:  Amy McQueen; Linda Li; Cynthia J Herrick; Niko Verdecias; Derek S Brown; Darrell J Broussard; Rachel E Smith; Matthew Kreuter
Journal:  Popul Health Manag       Date:  2021-05-14       Impact factor: 2.459

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