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August 19, 2025International Journal of Integrated CareOpen Access

Capturing Social Determinants of Health using Machine Learning for Integrated Care Program Refinement and Spread

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ZYZhengyuanyi Yang

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Overview

Observational analysis reveals low response rates for social determinants of health in patient surveys, suggesting improved data capture through electronic health records.

Key Points

  • The analysis indicates that traditional patient surveys yield low response rates, limiting effective social determinants of health capture.
  • Of 50 patient charts reviewed, 45 showcased relevant social determinants, highlighting potential in electronic health records.
  • A comprehensive literature-informed approach was employed to develop a targeted social determinants of health keyword list for efficient data retrieval.
  • Enhancing machine learning algorithms with natural language processing may significantly improve social needs data extraction in health systems.

Cite This Study

Zhengyuanyi Yang (2025) studied this question.

synapsesocial.com/papers/68af408ecf1dd9ea359ec37dhttps://doi.org/10.5334/ijic.nacic24034
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