Classifying social determinants of health from unstructured electronic health records using deep learning-based natural language processing

Author:

Han SifeiORCID,Zhang Robert F.ORCID,Shi Lingyun,Richie Russell,Liu HaixiaORCID,Tseng Andrew,Quan Wei,Ryan Neal,Brent David,Tsui Fuchiang R.ORCID

Funder

Children's Hospital of Philadelphia

Publisher

Elsevier BV

Subject

Health Informatics,Computer Science Applications

Reference44 articles.

1. Datto A. Social determinants of health. https://www.who.int/health-topics/social-determinants-of-health#tab=tab_(accessed 26 Jul 2021).

2. Halfon N, Larson K, Russ S. Why social determinants? Healthc Q 2010;14:8–20.

3. Chen M, Tan X, Padman R. Social determinants of health in electronic health records and their impact on analysis and risk prediction: A systematic review. J Am Med Informatics Assoc 2020;27:1764–73.

4. Magnan S. Social determinants of health 101 for health care: five plus five. NAM Perspect 2017.

5. Moving upstream: how interventions that address the social determinants of health can improve health and reduce disparities;Williams;J. Public Heal Manag. Pract. JPHMP,2008

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