This paper is in the following e-collection/theme issue:

Methods and Instruments in Medical Informatics (126) Viewpoints and Perspectives (514)

Published on in Vol 8, No 9 (2020): September

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/18084, first published .
Including Social and Behavioral Determinants in Predictive Models: Trends, Challenges, and Opportunities

Including Social and Behavioral Determinants in Predictive Models: Trends, Challenges, and Opportunities

Including Social and Behavioral Determinants in Predictive Models: Trends, Challenges, and Opportunities

Authors of this article:

Marissa Tan1 Author Orcid Image ;   Elham Hatef1, 2, 3 Author Orcid Image ;   Delaram Taghipour1 Author Orcid Image ;   Kinjel Vyas4 Author Orcid Image ;   Hadi Kharrazi2, 4 Author Orcid Image ;   Laura Gottlieb5 Author Orcid Image ;   Jonathan Weiner2 Author Orcid Image
Article Authors Cited by (17) Tweetations (2) Metrics

Journals

  1. Rezaeiahari M. Moving Beyond Simple Risk Prediction: Segmenting Patient Populations Using Consumer Data. Frontiers in Public Health 2021;9 View
  2. Hatef E, Singh Deol G, Rouhizadeh M, Li A, Eibensteiner K, Monsen C, Bratslaver R, Senese M, Kharrazi H. Measuring the Value of a Practical Text Mining Approach to Identify Patients With Housing Issues in the Free-Text Notes in Electronic Health Record: Findings of a Retrospective Cohort Study. Frontiers in Public Health 2021;9 View
  3. Nong P, Adler-Milstein J. Socially situated risk: challenges and strategies for implementing algorithmic risk scoring for care management. JAMIA Open 2021;4(3) View
  4. Nair S, Li C, Doijad R, Nagy P, Lehmann H, Kharrazi H. A scoping review of knowledge authoring tools used for developing computerized clinical decision support systems. JAMIA Open 2021;4(4) View
  5. Howson S, McShea M, Ramachandran R, Burkom H, Chang H, Weiner J, Kharrazi H. Improving the Prediction of Persistent High Health Care Utilizers: Retrospective Analysis Using Ensemble Methodology. JMIR Medical Informatics 2022;10(3):e33212 View
  6. Kalabalik-Hoganson J, Ozdener-Poyraz A, Rizzolo D. Call to Action: Addressing Social Determinants of Health in Pharmacy Practice. Annals of Pharmacotherapy 2022;56(6):740 View
  7. Edgcomb J, Coverdale J, Aggarwal R, Guerrero A, Brenner A. Applications of Clinical Informatics to Child Mental Health Care: a Call to Action to Bridge Practice and Training. Academic Psychiatry 2022;46(1):11 View
  8. Teeple S, Chivers C, Linn K, Halpern S, Eneanya N, Draugelis M, Courtright K. Evaluating equity in performance of an electronic health record-based 6-month mortality risk model to trigger palliative care consultation: a retrospective model validation analysis. BMJ Quality & Safety 2023;32(9):503 View
  9. Handler J, Lee O, Chatrath S, McGarvey J, Fitch T, Jose D, Vozenilek J. Can a 5-to-90-day Mortality Predictor Perform Consistently Across Time and Equitably Across Populations?. Journal of Medical Systems 2023;47(1) View
  10. Teshale A, Htun H, Owen A, Gasevic D, Phyo A, Fancourt D, Ryan J, Steptoe A, Freak‐Poli R. The Role of Social Determinants of Health in Cardiovascular Diseases: An Umbrella Review. Journal of the American Heart Association 2023;12(13) View
  11. Vest J, Mazurenko O. Non-response Bias in Social Risk Factor Screening Among Adult Emergency Department Patients. Journal of Medical Systems 2023;47(1) View
  12. Elia J, Pajer K, Prasad R, Pumariega A, Maltenfort M, Utidjian L, Shenkman E, Kelleher K, Rao S, Margolis P, Christakis D, Hardan A, Ballard R, Forrest C. Electronic health records identify timely trends in childhood mental health conditions. Child and Adolescent Psychiatry and Mental Health 2023;17(1) View
  13. Nong P, Adler-Milstein J, Kardia S, Platt J. Public perspectives on the use of different data types for prediction in healthcare. Journal of the American Medical Informatics Association 2024;31(4):893 View
  14. Chen K, Kornas K, Rosella L. Modeling chronic disease risk across equity factors using a population-based prediction model: the Chronic Disease Population Risk Tool (CDPoRT). Journal of Epidemiology and Community Health 2024;78(5):335 View
  15. Roy S, Morrell S, Zhao L, Homayouni R. Large-scale identification of social and behavioral determinants of health from clinical notes: comparison of Latent Semantic Indexing and Generative Pretrained Transformer (GPT) models. BMC Medical Informatics and Decision Making 2024;24(1) View

Books/Policy Documents

  1. Kharrazi H, Horrocks D, Weiner J. Health Information Exchange. View
  2. S. Allen K, Gilliam N, Kharrazi H, McPheeters M, Dixon B. Health Information Exchange. View