Literature DB >> 35308956

Discovering Associations between Social Determinants and Health Outcomes: Merging Knowledge Graphs from Literature and Electronic Health Data.

Yoonyoung Park1, Natasha Mulligan2, Martin Gleize2, Morten Kristiansen3, Joao H Bettencourt-Silva2.   

Abstract

Social Determinants of Health (SDoH) are an increasingly important part of the broader research and public health efforts in understanding individuals' physical and mental well-being. Despite this, non-clinical factors affecting health are poorly recorded in electronic health databases and techniques to study how SDoH might relate to population outcomes are lacking. This paper proposes an approach to systematically identify and quantify associations between SDoH and health-related outcomes in a specific cohort of people by (1) leveraging published evidence from literature to build a knowledge graph of health and social factor associations and (2) analysing a large dataset of claims and medical records where those associations may be found. This work demonstrates how the proposed approach could be used to generate hypotheses and inform further research on SDoH in a data-driven manner. ©2021 AMIA - All rights reserved.

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Year:  2022        PMID: 35308956      PMCID: PMC8861749     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  29 in total

1.  The Unified Medical Language System (UMLS): integrating biomedical terminology.

Authors:  Olivier Bodenreider
Journal:  Nucleic Acids Res       Date:  2004-01-01       Impact factor: 16.971

2.  Use of Z-Codes to Record Social Determinants of Health Among Fee-for-service Medicare Beneficiaries in 2017.

Authors:  William B Weeks; Stacey Y Cao; Chris M Lester; James N Weinstein; Nancy E Morden
Journal:  J Gen Intern Med       Date:  2019-07-19       Impact factor: 5.128

3.  The Association Between Neighborhood Socioeconomic and Housing Characteristics with Hospitalization: Results of a National Study of Veterans.

Authors:  Elham Hatef; Hadi Kharrazi; Karin Nelson; Philip Sylling; Xiaomeng Ma; Elyse C Lasser; Kelly M Searle; Zachary Predmore; Adam J Batten; Idamay Curtis; Stephan Fihn; Jonathan P Weiner
Journal:  J Am Board Fam Med       Date:  2019 Nov-Dec       Impact factor: 2.657

4.  Quantifying Health Systems' Investment In Social Determinants Of Health, By Sector, 2017-19.

Authors:  Leora I Horwitz; Carol Chang; Harmony N Arcilla; James R Knickman
Journal:  Health Aff (Millwood)       Date:  2020-02       Impact factor: 6.301

5.  The Impact of Disability and Social Determinants of Health on Condition-Specific Readmissions beyond Medicare Risk Adjustments: A Cohort Study.

Authors:  Jennifer Meddings; Heidi Reichert; Shawna N Smith; Theodore J Iwashyna; Kenneth M Langa; Timothy P Hofer; Laurence F McMahon
Journal:  J Gen Intern Med       Date:  2016-11-15       Impact factor: 5.128

6.  The association between unemployment and depression-Results from the population-based LIFE-adult-study.

Authors:  Andrea E Zuelke; Tobias Luck; Matthias L Schroeter; A Veronica Witte; Andreas Hinz; Christoph Engel; Cornelia Enzenbach; Silke Zachariae; Markus Loeffler; Joachim Thiery; Arno Villringer; Steffi G Riedel-Heller
Journal:  J Affect Disord       Date:  2018-04-10       Impact factor: 4.839

7.  Area deprivation and widening inequalities in US mortality, 1969-1998.

Authors:  Gopal K Singh
Journal:  Am J Public Health       Date:  2003-07       Impact factor: 9.308

8.  Using structured and unstructured data to identify patients' need for services that address the social determinants of health.

Authors:  Joshua R Vest; Shaun J Grannis; Dawn P Haut; Paul K Halverson; Nir Menachemi
Journal:  Int J Med Inform       Date:  2017-09-20       Impact factor: 4.046

9.  Assessing the Impact of Social Needs and Social Determinants of Health on Health Care Utilization: Using Patient- and Community-Level Data.

Authors:  Elham Hatef; Xiaomeng Ma; Masoud Rouhizadeh; Gurmehar Singh; Jonathan P Weiner; Hadi Kharrazi
Journal:  Popul Health Manag       Date:  2020-06-25       Impact factor: 2.459

10.  Prescription fill rates for acute and chronic medications in claims-EMR linked data.

Authors:  Yoonyoung Park; Hyuna Yang; Amar K Das; Gigi Yuen-Reed
Journal:  Medicine (Baltimore)       Date:  2018-11       Impact factor: 1.817

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