Skip to main content

Main menu

  • Home
  • Current Issue
  • Content
    • Current Issue
    • Early Access
    • Multimedia
    • Podcast
    • Collections
    • Past Issues
    • Articles by Subject
    • Articles by Type
    • Supplements
    • Plain Language Summaries
    • Calls for Papers
  • Info for
    • Authors
    • Reviewers
    • Job Seekers
    • Media
  • About
    • Annals of Family Medicine
    • Editorial Staff & Boards
    • Sponsoring Organizations
    • Copyrights & Permissions
    • Announcements
  • Engage
    • Engage
    • e-Letters (Comments)
    • Subscribe
    • Podcast
    • E-mail Alerts
    • Journal Club
    • RSS
    • Annals Forum (Archive)
  • Contact
    • Contact Us
  • Careers

User menu

  • My alerts

Search

  • Advanced search
Annals of Family Medicine
  • My alerts
Annals of Family Medicine

Advanced Search

  • Home
  • Current Issue
  • Content
    • Current Issue
    • Early Access
    • Multimedia
    • Podcast
    • Collections
    • Past Issues
    • Articles by Subject
    • Articles by Type
    • Supplements
    • Plain Language Summaries
    • Calls for Papers
  • Info for
    • Authors
    • Reviewers
    • Job Seekers
    • Media
  • About
    • Annals of Family Medicine
    • Editorial Staff & Boards
    • Sponsoring Organizations
    • Copyrights & Permissions
    • Announcements
  • Engage
    • Engage
    • e-Letters (Comments)
    • Subscribe
    • Podcast
    • E-mail Alerts
    • Journal Club
    • RSS
    • Annals Forum (Archive)
  • Contact
    • Contact Us
  • Careers
  • Follow annalsfm on Twitter
  • Visit annalsfm on Facebook
Meeting ReportPopulation health and epidemiology

Health System Interactions Moderate the Impact of Social Determinants of Health on Type 2 Diabetes Outcomes

Michelle Rockwell, John Epling and Nataliya Brantly
The Annals of Family Medicine January 2023, 21 (Supplement 1) 4002; DOI: https://doi.org/10.1370/afm.21.s1.4002
Michelle Rockwell
PhD, RD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
John Epling
MD, MSEd
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Nataliya Brantly
MBA, MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • eLetters
  • Info & Metrics
  • PDF
Loading

Abstract

CONTEXT: Social determinants of health (SDOH) contribute to health outcomes and cost of care in Type 2 Diabetes (T2D). Identifying the relative influence of various SDOH factors is important to well-aligned population health interventions.

OBJECTIVES: To assess the relative influence of SDOH factors on glycemic control and emergency department (ED) utilization in T2D. To evaluate the impact of primary care visit frequency and other health system interactions on glycemic control and ED utilization in patients with T2D.

STUDY DESIGN: cross-sectional analysis of de-identified electronic health data collected in October 2021.

POPULATION STUDIED: adults with a T2D diagnosis served by 46 primary care practices within a large health system in Virginia.

OUTCOME MEASURES: Primary outcomes were glycemic control [hemoglobin A1c (HbA1c)] and number of diabetes-related ED visits during the previous 12 mos. Using stepwise forward multivariable linear regression (HbA1c) and Poisson regression (ED visits), we evaluated the influence of SDOH indicators [age, gender, race, ethnicity, language, insurer, smoking status, BMI, mental health/substance abuse diagnoses, residential rurality, and primary care clinic rural health center (RHC) status] on primary outcomes. A moderator analysis followed to explore interactions between health system interactions (number of primary care visits and referrals to support/specialty services during the preceding 24 months) and SDOH indicators.

RESULTS: A total of 41,232 patients (64 + 13.6 yrs, 49.9% women, 84% white) were included. The only significant predictors of HbA1c were residential rurality, having one more mental health/substance abuse diagnoses, being insured by Medicaid, and being served by a RHC [R2=.15, F(10,22)=111.4, p<0.01]. Number of primary care visits negatively moderated the impact of each of these factors on HbA1c (p<0.05). Number of diabetes-related ED visits was predicted by having one or more mental health/substance abuse diagnoses, being insured by Medicaid, and identifying as a race other than white [R2=.27, F(10,19)=90.3, p<0.01]. Referrals to support/specialty services negatively moderated the impact of the later two factors on number of ED visits (p<0.05).

CONCLUSIONS: T2D population health interventions within our health system may benefit from an enhanced focus on behavioral health, support for rural clinics/patients and racial minorities, and promoting consistent health system interactions.

  • © 2023 Annals of Family Medicine, Inc.
Previous
Back to top

In this issue

The Annals of Family Medicine: 21 (Supplement 1)
The Annals of Family Medicine: 21 (Supplement 1)
Vol. 21, Issue Supplement 1
1 Jan 2023
  • Table of Contents
  • Index by author
Download PDF
Article Alerts
Sign In to Email Alerts with your Email Address
Email Article

Thank you for your interest in spreading the word on Annals of Family Medicine.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Health System Interactions Moderate the Impact of Social Determinants of Health on Type 2 Diabetes Outcomes
(Your Name) has sent you a message from Annals of Family Medicine
(Your Name) thought you would like to see the Annals of Family Medicine web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
7 + 5 =
Solve this simple math problem and enter the result. E.g. for 1+3, enter 4.
Citation Tools
Health System Interactions Moderate the Impact of Social Determinants of Health on Type 2 Diabetes Outcomes
Michelle Rockwell, John Epling, Nataliya Brantly
The Annals of Family Medicine Jan 2023, 21 (Supplement 1) 4002; DOI: 10.1370/afm.21.s1.4002

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Get Permissions
Share
Health System Interactions Moderate the Impact of Social Determinants of Health on Type 2 Diabetes Outcomes
Michelle Rockwell, John Epling, Nataliya Brantly
The Annals of Family Medicine Jan 2023, 21 (Supplement 1) 4002; DOI: 10.1370/afm.21.s1.4002
Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
  • eLetters
  • Info & Metrics
  • PDF

Related Articles

  • No related articles found.
  • Google Scholar

Cited By...

  • No citing articles found.
  • Google Scholar

More in this TOC Section

  • Comparing impact of a holistic patient centered navigation model to an online navigation service on health care utilization
  • Supporting Rural Parents and Children: WIC Office Community Health Workers Delivery of Brief Parenting Education
  • Feeling loved versus loving oneself: Differential associations with clinical cancer prevention among older adults
Show more Population health and epidemiology

Similar Articles

Content

  • Current Issue
  • Past Issues
  • Early Access
  • Plain-Language Summaries
  • Multimedia
  • Podcast
  • Articles by Type
  • Articles by Subject
  • Supplements
  • Calls for Papers

Info for

  • Authors
  • Reviewers
  • Job Seekers
  • Media

Engage

  • E-mail Alerts
  • e-Letters (Comments)
  • RSS
  • Journal Club
  • Submit a Manuscript
  • Subscribe
  • Family Medicine Careers

About

  • About Us
  • Editorial Board & Staff
  • Sponsoring Organizations
  • Copyrights & Permissions
  • Contact Us
  • eLetter/Comments Policy

© 2025 Annals of Family Medicine