Literature DB >> 33735133

Social and Behavioral Variables in the Electronic Health Record: A Path Forward to Increase Data Quality and Utility.

Elyse C Lasser1, Julia M Kim2, Elham Hatef3, Hadi Kharrazi4, Jill A Marsteller5, Lisa Ross DeCamp6.   

Abstract

PURPOSE: Social and behavioral determinants of health (SBDH) are important factors that affect the health of individuals but are not routinely captured in a structured and systematic manner in electronic health records (EHRs). The purpose of this study is to generate recommendations for systematic implementation of SBDH data collection in EHRs through (1) reviewing SBDH conceptual and theoretical frameworks and (2) eliciting stakeholder perspectives on barriers to and facilitators of using SBDH information in the EHR and priorities for data collection.
METHOD: The authors reviewed SBDH frameworks to identify key social and behavioral variables and conducted focus groups and interviews with 17 clinicians and researchers at Johns Hopkins Health System between March and May 2018. Transcripts were coded and common themes were extracted to understand the barriers to and facilitators of accessing SBDH information.
RESULTS: The authors found that although the frameworks agreed that SBDH affect health outcomes, the lack of model consensus complicates the development of specific recommendations for the prioritization of SBDH data collection. Study participants recognized the importance of SBDH information and individual health and agreed that patient-reported information should be captured, but clinicians and researchers cited different priorities for which variables are most important. For the few SBDH variables that are captured, participants reported that data were often incomplete, unclear, or inconsistent, affecting both researcher and clinician responses to SBDH barriers to health.
CONCLUSIONS: Health systems need to identify and prioritize the systematic implementation of collection of a high-impact but limited list of SBDH variables in the EHR. These variables should affect care and be amenable to change and collection should be integrated into clinical workflows. Improved data collection of SBDH variables can lead to a better understanding of how SBDH affect health outcomes and ways to better address underlying health disparities that need urgent action.
Copyright © 2021 by the Association of American Medical Colleges.

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Year:  2021        PMID: 33735133      PMCID: PMC8243784          DOI: 10.1097/ACM.0000000000004071

Source DB:  PubMed          Journal:  Acad Med        ISSN: 1040-2446            Impact factor:   7.840


  22 in total

1.  A public health model of the social determinants of health.

Authors:  Zahid Ansari; Norman J Carson; Michael J Ackland; Loretta Vaughan; Adrian Serraglio
Journal:  Soz Praventivmed       Date:  2003

2.  "Community vital signs": incorporating geocoded social determinants into electronic records to promote patient and population health.

Authors:  Andrew W Bazemore; Erika K Cottrell; Rachel Gold; Lauren S Hughes; Robert L Phillips; Heather Angier; Timothy E Burdick; Mark A Carrozza; Jennifer E DeVoe
Journal:  J Am Med Inform Assoc       Date:  2015-07-13       Impact factor: 4.497

3.  Integrating Social and Behavioral Determinants of Health into Population Health Analytics: A Conceptual Framework and Suggested Road Map.

Authors:  Zachary Predmore; Elham Hatef; Jonathan P Weiner
Journal:  Popul Health Manag       Date:  2019-03-12       Impact factor: 2.459

4.  Integrating Social And Medical Data To Improve Population Health: Opportunities And Barriers.

Authors:  Laura Gottlieb; Rachel Tobey; Jeremy Cantor; Danielle Hessler; Nancy E Adler
Journal:  Health Aff (Millwood)       Date:  2016-11-01       Impact factor: 6.301

5.  Assessing the capacity of social determinants of health data to augment predictive models identifying patients in need of wraparound social services.

Authors:  Suranga N Kasthurirathne; Joshua R Vest; Nir Menachemi; Paul K Halverson; Shaun J Grannis
Journal:  J Am Med Inform Assoc       Date:  2018-01-01       Impact factor: 4.497

6.  Perspectives in Primary Care: A Conceptual Framework and Path for Integrating Social Determinants of Health Into Primary Care Practice.

Authors:  Jennifer E DeVoe; Andrew W Bazemore; Erika K Cottrell; Sonja Likumahuwa-Ackman; Jené Grandmont; Natalie Spach; Rachel Gold
Journal:  Ann Fam Med       Date:  2016-03       Impact factor: 5.166

7.  A Population Health Measurement Framework: Evidence-Based Metrics for Assessing Community-Level Population Health in the Global Budget Context.

Authors:  Elham Hatef; Elyse C Lasser; Hadi H K Kharrazi; Chad Perman; Russ Montgomery; Jonathan P Weiner
Journal:  Popul Health Manag       Date:  2017-10-16       Impact factor: 2.459

8.  Developing Electronic Health Record (EHR) Strategies Related to Health Center Patients' Social Determinants of Health.

Authors:  Rachel Gold; Erika Cottrell; Arwen Bunce; Mary Middendorf; Celine Hollombe; Stuart Cowburn; Peter Mahr; Gerardo Melgar
Journal:  J Am Board Fam Med       Date:  2017 Jul-Aug       Impact factor: 2.657

9.  Applying a risk-adjustment framework to primary care: can we improve on existing measures?

Authors:  Amy K Rosen; Robert Reid; Anne-Marie Broemeling; Carter C Rakovski
Journal:  Ann Fam Med       Date:  2003 May-Jun       Impact factor: 5.166

10.  Incorporating Social Determinants of Health in Electronic Health Records: Qualitative Study of Current Practices Among Top Vendors.

Authors:  Maysoun Freij; Prashila Dullabh; Sarah Lewis; Scott R Smith; Lauren Hovey; Rina Dhopeshwarkar
Journal:  JMIR Med Inform       Date:  2019-06-07
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  4 in total

1.  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

Review 2.  A scoping review of knowledge authoring tools used for developing computerized clinical decision support systems.

Authors:  Sujith Surendran Nair; Chenyu Li; Ritu Doijad; Paul Nagy; Harold Lehmann; Hadi Kharrazi
Journal:  JAMIA Open       Date:  2021-12-16

Review 3.  Social and environmental determinants of health among children with long-term movement impairment.

Authors:  Ilene L Hollin; Bethney Bonilla; Anita Bagley; Carole A Tucker
Journal:  Front Rehabil Sci       Date:  2022-08-11

4.  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

  4 in total

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