Published on in Vol 13 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/78648, first published .
Machine Learning for the Analysis of Healthy Lifestyle Data: Scoping Review and Guidelines

Machine Learning for the Analysis of Healthy Lifestyle Data: Scoping Review and Guidelines

Machine Learning for the Analysis of Healthy Lifestyle Data: Scoping Review and Guidelines

Tony Estrella   1, 2 , MSc ;   Lluis Capdevila   1, 2 , PhD ;   Carla Alfonso   1, 2 , PhD ;   Josep-Maria Losilla   1, 3 , PhD

1 Sport Research Institute, Universitat Autònoma de Barcelona, Bellaterra, Spain

2 Department of Basic Psychology, Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Barcelona, Spain

3 Department of Psychobiology and Methodology of Health Science, Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Barcelona, Spain

Corresponding Author:

  • Tony Estrella, MSc
  • Department of Basic Psychology
  • Universitat Autònoma de Barcelona
  • Edifici N, Planta 1
  • Cerdanyola del Vallès, Barcelona 08193
  • Spain
  • Phone: 34 93 581 2758
  • Email: antonio.estrella@uab.cat