Published on in Vol 13 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/79952, first published .
A Log-Level Data-Driven Precision Education Tool for Pediatrics Trainees: Human-Centered Development and Validation Study

A Log-Level Data-Driven Precision Education Tool for Pediatrics Trainees: Human-Centered Development and Validation Study

A Log-Level Data-Driven Precision Education Tool for Pediatrics Trainees: Human-Centered Development and Validation Study

Alexander Fidel   1 ;   Mark V Mai   2 , MHS, MD ;   Naveen Muthu   2 , MD ;   Adam C Dziorny   3 , MD, PhD

1 Center for Healthcare Quality and Analytics, Children's Hospital of Philadelphia, Philadelphia, PA, United States

2 Department of Pediatrics, School of Medicine, Emory University, Atlanta, GA, United States

3 Department of Pediatrics, School of Medicine, University of Rochester, Rochester, NY, United States

Corresponding Author:

  • Alexander Fidel
  • Center for Healthcare Quality and Analytics
  • Children's Hospital of Philadelphia
  • 734 Schuylkill Ave
  • Philadelphia, PA 19146
  • United States
  • Phone: 1 602-284-8098
  • Email: alexander.d.fidel@gmail.com