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Brief ReportBrief Report

Clusters of Health-Related Social Needs Among Adult Primary Care Patients

Joshua R. Vest, Wei Wu and Kyaien Conner
The Journal of the American Board of Family Medicine April 2025, jabfm.2024.240173R1; DOI: https://doi.org/10.3122/jabfm.2024.240173R1
Joshua R. Vest
From the Indiana University Richard M. Fairbanks School of Public Health – Indianapolis, Regenstrief Institute, Center for Biomedical Informatics, Indianapolis, IN (JRV); Department of Psychology, Indiana University, Indianapolis, IN (WW); School of Social Work, University of Pittsburgh, Pittsburgh, PA (KC).
PhD, MPH
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Wei Wu
From the Indiana University Richard M. Fairbanks School of Public Health – Indianapolis, Regenstrief Institute, Center for Biomedical Informatics, Indianapolis, IN (JRV); Department of Psychology, Indiana University, Indianapolis, IN (WW); School of Social Work, University of Pittsburgh, Pittsburgh, PA (KC).
PhD
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Kyaien Conner
From the Indiana University Richard M. Fairbanks School of Public Health – Indianapolis, Regenstrief Institute, Center for Biomedical Informatics, Indianapolis, IN (JRV); Department of Psychology, Indiana University, Indianapolis, IN (WW); School of Social Work, University of Pittsburgh, Pittsburgh, PA (KC).
PhD, LSW, MPH
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Abstract

Introduction: Patients frequently report multiple health-related social needs (HRSNs) at the same time. This study aimed to identify clusters of co-occurring HRSNs in an adult primary care population.

Methods: We surveyed 1252 adult (>=18) primary care patients in Indianapolis, IN. Subjects completed surveys in person at 1 of 3 sites operated by 2 different health systems. Data collection was offered in both English and Spanish. Surveys comprised previously published and validated instruments covering housing instability, financial strain, food insecurity, transportation barriers, unemployment, and legal problems.

Results: We identified 4 underlying clusters of HRSNs within the patient population using Complete-Linkage Agglomerative Hierarchical Clustering: “low HRSNs” (38.6%), “high HRSNs” (29.6%), “housing dominant” (23.2%), and “food dominant” (8.6%). The high HRSNs cluster had higher average comorbidity scores (P < .001), number of inpatient admissions (P = .004), number of ED visits (P < .001), and number of primary care visits (P < .001).

Discussion: As health care organizations increasingly focus on HRSNs as an approach to reducing costs and improving health of patients, these findings indicate that organizational strategies and actions should consider the interrelated and co-occurring nature of HRSNs. To support a large number of patients, strategies should support multiple HRSNs.

  • Cluster Analysis
  • Health Policy
  • Primary Health Care
  • Public Health
  • Screening
  • Social Care
  • Social Determinants of Health
  • Surveys and Questionnaires
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The Journal of the American Board of Family     Medicine: 38 (1)
The Journal of the American Board of Family Medicine
Vol. 38, Issue 1
January-February 2025
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Clusters of Health-Related Social Needs Among Adult Primary Care Patients
Joshua R. Vest, Wei Wu, Kyaien Conner
The Journal of the American Board of Family Medicine Apr 2025, jabfm.2024.240173R1; DOI: 10.3122/jabfm.2024.240173R1

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Clusters of Health-Related Social Needs Among Adult Primary Care Patients
Joshua R. Vest, Wei Wu, Kyaien Conner
The Journal of the American Board of Family Medicine Apr 2025, jabfm.2024.240173R1; DOI: 10.3122/jabfm.2024.240173R1
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  • Cluster Analysis
  • Health Policy
  • Primary Health Care
  • Public Health
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  • Social Care
  • Social Determinants of Health
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