Literature DB >> 35171031

Association of Unmet Social Needs with Chronic Illness: A Cross-Sectional Study.

Elena Byhoff1,2, Rubeen Guardado1, Nan Xiao3, Keith Nokes3,4, Arvin Garg5, Yorghos Tripodis6.   

Abstract

Screening for social needs during routine medical visits is increasingly common. To date, there are limited data on which social needs are most predictive of health outcomes. The aim of this study is to build a predictive model from integrated social needs screening and health data to identify individual or clusters of social needs that are predictive of chronic illnesses. Using the electronic medical record data from a Federally Qualified Health Center collected from January 2016 to December 2020, demographic, diagnosis, and social needs screening data were used to look at adjusted and unadjusted associations of individual unmet social needs with chronic illnesses (n = 2497). The least absolute shrinkage and selection operator (LASSO) model was used to identify which social need(s) were associated with overall burden of chronic illness, and individual diagnoses of hypertension, obesity, diabetes, and psychiatric illness. The LASSO model identified age, race, language, gender, insurance, transportation, and food insecurity as significant predictors of any chronic illness. Using these variables in a multivariable model, transportation (adjusted odds ratio [aOR] 1.66) was the only social need that remained significantly associated with chronic illness diagnosis. Transportation need was also significantly associated with diabetes (aOR 1.44) and psychiatric illness (aOR 1.98). Food insecurity was associated with obesity (aOR 10.21). Using LASSO models to identify significant social needs, transportation was identified as a predictor in 3 of the 5 models. Further research is warranted to evaluate if addressing patients' transportation needs has the potential to mitigate chronic disease sequelae for vulnerable adults to advance health equity.

Entities:  

Keywords:  LASSO; community health centers; social determinants of health

Mesh:

Year:  2022        PMID: 35171031      PMCID: PMC9058872          DOI: 10.1089/pop.2021.0351

Source DB:  PubMed          Journal:  Popul Health Manag        ISSN: 1942-7891            Impact factor:   2.290


  18 in total

1.  What you see may not be what you get: a brief, nontechnical introduction to overfitting in regression-type models.

Authors:  Michael A Babyak
Journal:  Psychosom Med       Date:  2004 May-Jun       Impact factor: 4.312

2.  Predicting Low Risk for Sustained Alcohol Use After Early Liver Transplant for Acute Alcoholic Hepatitis: The Sustained Alcohol Use Post-Liver Transplant Score.

Authors:  Brian P Lee; Eric Vittinghoff; Christine Hsu; Hyosun Han; George Therapondos; Oren K Fix; David W Victor; Deepti Dronamraju; Gene Y Im; Michael D Voigt; John P Rice; Michael R Lucey; Sheila Eswaran; Po-Hung Chen; Zhiping Li; Haripriya Maddur; Norah A Terrault
Journal:  Hepatology       Date:  2019-03-05       Impact factor: 17.425

3.  The Medicalization of Population Health: Who Will Stay Upstream?

Authors:  Paula M Lantz
Journal:  Milbank Q       Date:  2018-12-13       Impact factor: 4.911

4.  Application of least absolute shrinkage and selection operator logistic regression for the histopathological comparison of chondrodermatitis nodularis helicis and hyperplastic actinic keratosis.

Authors:  Saisindhu Narala; Shirley Q Li; Natasha K Klimas; Anisha B Patel
Journal:  J Cutan Pathol       Date:  2020-12-20       Impact factor: 1.587

5.  Development and validity of a 2-item screen to identify families at risk for food insecurity.

Authors:  Erin R Hager; Anna M Quigg; Maureen M Black; Sharon M Coleman; Timothy Heeren; Ruth Rose-Jacobs; John T Cook; Stephanie A Ettinger de Cuba; Patrick H Casey; Mariana Chilton; Diana B Cutts; Alan F Meyers; Deborah A Frank
Journal:  Pediatrics       Date:  2010-07       Impact factor: 7.124

Review 6.  Psychometric and Pragmatic Properties of Social Risk Screening Tools: A Systematic Review.

Authors:  Nora B Henrikson; Paula R Blasi; Caitlin N Dorsey; Kayne D Mettert; Matthew B Nguyen; Callie Walsh-Bailey; Jennifer Macuiba; Laura M Gottlieb; Cara C Lewis
Journal:  Am J Prev Med       Date:  2019-12       Impact factor: 5.043

7.  Addressing basic resource needs to improve primary care quality: a community collaboration programme.

Authors:  Seth A Berkowitz; A Catherine Hulberg; Clemens Hong; Brian J Stowell; Karen J Tirozzi; Carine Y Traore; Steven J Atlas
Journal:  BMJ Qual Saf       Date:  2015-11-30       Impact factor: 7.035

8.  Social Needs and Health-Related Outcomes Among Medicaid Beneficiaries.

Authors:  Tess Thompson; Amy McQueen; Merriah Croston; Alina Luke; Nicole Caito; Karyn Quinn; Jennifer Funaro; Matthew W Kreuter
Journal:  Health Educ Behav       Date:  2019-01-17

9.  Social Risks Among Primary Care Patients in a Large Urban Health System.

Authors:  Caroline G Heller; Amanda S Parsons; Earle C Chambers; Kevin P Fiori; Colin D Rehm
Journal:  Am J Prev Med       Date:  2020-04       Impact factor: 5.043

10.  Identifying Relative Changes in Social Risk Factors: An Analytic Approach.

Authors:  Stanley Xu; Glenn K Goodrich; Kelly R Moore; Spero M Manson; Laura M Gottlieb; Danielle Hessler; Emily B Schroeder; John F Steiner
Journal:  Med Care       Date:  2021-02-01       Impact factor: 3.178

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