Published on in Vol 13 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/57981, first published .
Combining Federated Machine Learning and Qualitative Methods to Investigate Novel Pediatric Asthma Subtypes: Protocol for a Mixed Methods Study

Combining Federated Machine Learning and Qualitative Methods to Investigate Novel Pediatric Asthma Subtypes: Protocol for a Mixed Methods Study

Combining Federated Machine Learning and Qualitative Methods to Investigate Novel Pediatric Asthma Subtypes: Protocol for a Mixed Methods Study

Jie Xu   1 , PhD ;   Sankalp Talankar   1 ;   Jinqian Pan   1 ;   Ira Harmon   2 , MS ;   Yonghui Wu   1 , PhD ;   David A Fedele   3 , PhD ;   Jennifer Brailsford   2 , PhD ;   Jennifer Noel Fishe   2, 4 , MD

1 Department of Health Outcomes and Biomedical Informatics, University of Florida College of Medicine, Gainesville, FL, United States

2 Center for Data Solutions, University of Florida College of Medicine - Jacksonville, Jacksonville, FL, United States

3 Department of Clinical and Health Psychology, University of Florida College of Public Health and Health Professions, Gainesville, FL, United States

4 Department of Emergency Medicine, Center for Data Solutions, University of Florida College of Medicine - Jacksonville, Jacksonville, FL, United States

Corresponding Author:

  • Jennifer Noel Fishe, MD
  • Department of Emergency Medicine
  • Center for Data Solutions
  • University of Florida College of Medicine - Jacksonville
  • 655 W 8th St.
  • Jacksonville, FL, 32209
  • United States
  • Phone: 1 904-244-4046
  • Email: Jennifer.Fishe@jax.ufl.edu