Literature DB >> 35308929

Creation of a Mapped, Machine-Readable Taxonomy to Facilitate Extraction of Social Determinants of Health Data from Electronic Health Records.

Svati B Patel1, Nam T Nguyen2.   

Abstract

A comprehensive, mapped social determinants of health (SDH) taxonomy in machine readable format was developed. The framework is intended to facilitate the extraction of social risk factors (SRFs) out of electronic health record (EHR) data and categorize them by domain and determinant to facilitate interpretation. Where other SDH frameworks have been focused on data input, this framework is designed from a data extraction point of view using EHR data in conjunction with published literature, public health policy documents, and official crosswalk maps. Frameworks developed by leading public health organizations were reviewed and synthesized to create an SDH framework comprising of 97 distinct SRFs organized under 16 domains. 2,329 medical codes across three standardized medical vocabularies, 10,896 free-text diagnosis descriptors, and 25 health insurance keywords were mapped to individual SRFs in the SDH framework. The framework is available as an open-source resource in Python dictionary or JSON format. ©2021 AMIA - All rights reserved.

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Year:  2022        PMID: 35308929      PMCID: PMC8861691     

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


  11 in total

Review 1.  The social determinants of health: coming of age.

Authors:  Paula Braveman; Susan Egerter; David R Williams
Journal:  Annu Rev Public Health       Date:  2011       Impact factor: 21.981

2.  Estimated deaths attributable to social factors in the United States.

Authors:  Sandro Galea; Melissa Tracy; Katherine J Hoggatt; Charles Dimaggio; Adam Karpati
Journal:  Am J Public Health       Date:  2011-06-16       Impact factor: 9.308

3.  Discovering New Social Determinants of Health Concepts from Unstructured Data: Framework and Evaluation.

Authors:  Joao H Bettencourt-Silva; Natalia Mulligan; Marco Sbodio; John Segrave-Daly; Richard Williams; Vanessa Lopez; Carlos Alzate
Journal:  Stud Health Technol Inform       Date:  2020-06-16

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.  ICD Social Codes: An Underutilized Resource for Tracking Social Needs.

Authors:  Jacqueline M Torres; John Lawlor; Jeffrey D Colvin; Marion R Sills; Jessica L Bettenhausen; Amber Davidson; Gretchen J Cutler; Matt Hall; Laura M Gottlieb
Journal:  Med Care       Date:  2017-09       Impact factor: 2.983

6.  Determination of Marital Status of Patients from Structured and Unstructured Electronic Healthcare Data.

Authors:  Brian T Bucher; Jianlin Shi; Robert John Pettit; Jeffrey Ferraro; Wendy W Chapman; Adi Gundlapalli
Journal:  AMIA Annu Symp Proc       Date:  2020-03-04

7.  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

8.  Mining 100 million notes to find homelessness and adverse childhood experiences: 2 case studies of rare and severe social determinants of health in electronic health records.

Authors:  Cosmin A Bejan; John Angiolillo; Douglas Conway; Robertson Nash; Jana K Shirey-Rice; Loren Lipworth; Robert M Cronin; Jill Pulley; Sunil Kripalani; Shari Barkin; Kevin B Johnson; Joshua C Denny
Journal:  J Am Med Inform Assoc       Date:  2018-01-01       Impact factor: 4.497

9.  Social Determinants of Health and Related Inequalities: Confusion and Implications.

Authors:  M Mofizul Islam
Journal:  Front Public Health       Date:  2019-02-08

10.  Documenting social determinants of health-related clinical activities using standardized medical vocabularies.

Authors:  Abigail Arons; Sarah DeSilvey; Caroline Fichtenberg; Laura Gottlieb
Journal:  JAMIA Open       Date:  2018-12-24
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