Min Chen1, Xuan Tan1, Rema Padman2. 1. Department of Information Systems and Business Analytics, College of Business, Florida International University, Miami, Florida, USA. 2. The H. John Heinz III College of Information Systems and Public Policy, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA.
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.
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.
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
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
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
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
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
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
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
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
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
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
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
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