Literature DB >> 33202021

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

Min Chen1, Xuan Tan1, Rema Padman2.   

Abstract

OBJECTIVE: This integrative review identifies and analyzes the extant literature to examine the integration of social determinants of health (SDoH) domains into electronic health records (EHRs), their impact on risk prediction, and the specific outcomes and SDoH domains that have been tracked.
MATERIALS AND METHODS: In accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines, we conducted a literature search in the PubMed, CINAHL, Cochrane, EMBASE, and PsycINFO databases for English language studies published until March 2020 that examined SDoH domains in the context of EHRs.
RESULTS: Our search strategy identified 71 unique studies that are directly related to the research questions. 75% of the included studies were published since 2017, and 68% were U.S.-based. 79% of the reviewed articles integrated SDoH information from external data sources into EHRs, and the rest of them extracted SDoH information from unstructured clinical notes in the EHRs. We found that all but 1 study using external area-level SDoH data reported minimum contribution to performance improvement in the predictive models. In contrast, studies that incorporated individual-level SDoH data reported improved predictive performance of various outcomes such as service referrals, medication adherence, and risk of 30-day readmission. We also found little consensus on the SDoH measures used in the literature and current screening tools.
CONCLUSIONS: The literature provides early and rapidly growing evidence that integrating individual-level SDoH into EHRs can assist in risk assessment and predicting healthcare utilization and health outcomes, which further motivates efforts to collect and standardize patient-level SDoH information.
© The Author(s) 2020. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  behavioral determinants; electronic health records; risk prediction; social determinants of health; social factors; systematic review

Mesh:

Year:  2020        PMID: 33202021      PMCID: PMC7671639          DOI: 10.1093/jamia/ocaa143

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  59 in total

1.  Challenges with quality of race and ethnicity data in observational databases.

Authors:  Fernanda C G Polubriaginof; Patrick Ryan; Hojjat Salmasian; Andrea Wells Shapiro; Adler Perotte; Monika M Safford; George Hripcsak; Shaun Smith; Nicholas P Tatonetti; David K Vawdrey
Journal:  J Am Med Inform Assoc       Date:  2019-08-01       Impact factor: 4.497

2.  Prediction of emergency department revisits using area-level social determinants of health measures and health information exchange information.

Authors:  Joshua R Vest; Ofir Ben-Assuli
Journal:  Int J Med Inform       Date:  2019-06-19       Impact factor: 4.046

3.  Integrating Data On Social Determinants Of Health Into Electronic Health Records.

Authors:  Michael N Cantor; Lorna Thorpe
Journal:  Health Aff (Millwood)       Date:  2018-04       Impact factor: 6.301

4.  Impact of Risk Stratification on Referrals and Uptake of Wraparound Services That Address Social Determinants: A Stepped Wedged Trial.

Authors:  Joshua R Vest; Nir Menachemi; Shaun J Grannis; Jennifer L Ferrell; Suranga N Kasthurirathne; Ying Zhang; Yan Tong; Paul K Halverson
Journal:  Am J Prev Med       Date:  2019-02-14       Impact factor: 5.043

5.  Socioeconomic status and the development of atrial fibrillation in Hispanics, African Americans and non-Hispanic whites.

Authors:  Eric Shulman; Faraj Kargoli; Philip Aagaard; Ethan Hoch; Luigi Di Biase; John Fisher; Jay Gross; Soo Kim; Kevin J Ferrick; Andrew Krumerman
Journal:  Clin Cardiol       Date:  2017-06-09       Impact factor: 2.882

Review 6.  A Systematic Review of Interventions on Patients' Social and Economic Needs.

Authors:  Laura M Gottlieb; Holly Wing; Nancy E Adler
Journal:  Am J Prev Med       Date:  2017-07-05       Impact factor: 5.043

7.  Utilization of Census Tract-Based Neighborhood Poverty Rates to Predict Non-adherence to Screening Colonoscopy.

Authors:  Philip Vutien; Rucha Shah; Karen Ma; Nasir Saleem; Joshua Melson
Journal:  Dig Dis Sci       Date:  2019-03-14       Impact factor: 3.199

8.  Measures of SES for Electronic Health Record-based Research.

Authors:  Joan A Casey; Jonathan Pollak; M Maria Glymour; Elizabeth R Mayeda; Annemarie G Hirsch; Brian S Schwartz
Journal:  Am J Prev Med       Date:  2017-12-11       Impact factor: 5.043

Review 9.  Impact of social determinants of health on outcomes for type 2 diabetes: a systematic review.

Authors:  Rebekah J Walker; Brittany L Smalls; Jennifer A Campbell; Joni L Strom Williams; Leonard E Egede
Journal:  Endocrine       Date:  2014-02-15       Impact factor: 3.633

10.  PRISMA-Equity 2012 extension: reporting guidelines for systematic reviews with a focus on health equity.

Authors:  Vivian Welch; Mark Petticrew; Peter Tugwell; David Moher; Jennifer O'Neill; Elizabeth Waters; Howard White
Journal:  PLoS Med       Date:  2012-10-30       Impact factor: 11.069

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  18 in total

Review 1.  Documentation and review of social determinants of health data in the EHR: measures and associated insights.

Authors:  Michael Wang; Matthew S Pantell; Laura M Gottlieb; Julia Adler-Milstein
Journal:  J Am Med Inform Assoc       Date:  2021-11-25       Impact factor: 7.942

2.  Prediction of Future Health Care Utilization Through Note-extracted Psychosocial Factors.

Authors:  David A Dorr; Ana R Quiñones; Taylor King; Melissa Y Wei; Kellee White; Cosmin A Bejan
Journal:  Med Care       Date:  2022-06-04       Impact factor: 3.178

3.  A Local Perspective into Electronic Health Record Design, Integration, and Implementation of Screening and Referral for Social Determinants of Health.

Authors:  Christopher K Rogers; Manisha Parulekar; Fareeha Malik; Ciara A Torres
Journal:  Perspect Health Inf Manag       Date:  2022-03-15

4.  Fallacy of Median Door-to-ECG Time: Hidden Opportunities for STEMI Screening Improvement.

Authors:  Maame Yaa A B Yiadom; Wu Gong; Brian W Patterson; Christopher W Baugh; Angela M Mills; Nicholas Gavin; Seth R Podolsky; Gilberto Salazar; Bryn E Mumma; Mary Tanski; Kelsea Hadley; Caitlin Azzo; Stephen C Dorner; Alexander Ulintz; Dandan Liu
Journal:  J Am Heart Assoc       Date:  2022-05-02       Impact factor: 6.106

5.  Findings from the Hispanic Community Health Study/Study of Latinos on the Importance of Sociocultural Environmental Interactors: Polygenic Risk Score-by-Immigration and Dietary Interactions.

Authors:  Cristin E McArdle; Hassan Bokhari; Clinton C Rodell; Victoria Buchanan; Liana K Preudhomme; Carmen R Isasi; Mariaelisa Graff; Kari North; Linda C Gallo; Amber Pirzada; Martha L Daviglus; Genevieve Wojcik; Jianwen Cai; Krista Perreira; Lindsay Fernandez-Rhodes
Journal:  Front Genet       Date:  2021-12-06       Impact factor: 4.599

6.  Socially situated risk: challenges and strategies for implementing algorithmic risk scoring for care management.

Authors:  Paige Nong; Julia Adler-Milstein
Journal:  JAMIA Open       Date:  2021-09-11

7.  Estimating the effects of race and social vulnerability on hospital admission and mortality from COVID-19.

Authors:  Joshua M Landman; Karen Steger-May; Karen E Joynt Maddox; Gmerice Hammond; Aditi Gupta; Adriana M Rauseo; Min Zhao; Randi E Foraker
Journal:  JAMIA Open       Date:  2021-12-22

8.  Extracting social determinants of health from electronic health records using natural language processing: a systematic review.

Authors:  Braja G Patra; Mohit M Sharma; Veer Vekaria; Prakash Adekkanattu; Olga V Patterson; Benjamin Glicksberg; Lauren A Lepow; Euijung Ryu; Joanna M Biernacka; Al'ona Furmanchuk; Thomas J George; William Hogan; Yonghui Wu; Xi Yang; Jiang Bian; Myrna Weissman; Priya Wickramaratne; J John Mann; Mark Olfson; Thomas R Campion; Mark Weiner; Jyotishman Pathak
Journal:  J Am Med Inform Assoc       Date:  2021-11-25       Impact factor: 7.942

9.  Adaptation of an NLP system to a new healthcare environment to identify social determinants of health.

Authors:  Ruth M Reeves; Lee Christensen; Jeremiah R Brown; Michael Conway; Maxwell Levis; Glenn T Gobbel; Rashmee U Shah; Christine Goodrich; Iben Ricket; Freneka Minter; Andrew Bohm; Bruce E Bray; Michael E Matheny; Wendy Chapman
Journal:  J Biomed Inform       Date:  2021-06-24       Impact factor: 8.000

10.  Predicting the onset of hypertension for workers: does including work characteristics improve risk predictive accuracy?

Authors:  Tongtan Chantarat; Patricia M McGovern; Eva A Enns; Rachel R Hardeman
Journal:  J Hum Hypertens       Date:  2022-03-11       Impact factor: 2.877

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