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Published on in Vol 15 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/84510, first published .
Woman in blue activewear using smartphone on yoga mat with water bottle

Effect of a Personalized Mobile Health Intervention Using Artificial Intelligence (the WARIFA App) Versus a Nonpersonalized Intervention on User-Defined Objectives, Healthy Lifestyles, and Management of Type 1 Diabetes (T1D): Protocol for a Randomized Controlled Trial

Effect of a Personalized Mobile Health Intervention Using Artificial Intelligence (the WARIFA App) Versus a Nonpersonalized Intervention on User-Defined Objectives, Healthy Lifestyles, and Management of Type 1 Diabetes (T1D): Protocol for a Randomized Controlled Trial

Carmelo Betancort Acosta   1, 2, 3 , MD ;   Garlene Zamora Zamorano   2 , BSc ;   María Luisa Álvarez Malé   2 , PhD ;   Lilisbeth Perestelo-Perez   3, 4, 5 , PhD ;   Alezandra Torres Castaño   3, 4, 6 , PhD ;   Marit B Veierød   7 , PhD ;   Kristina Reyes Suárez   2 , BSc ;   Alejandro Déniz García   1, 2, 3 , MD ;   Eirik Årsand   8, 9 , PhD ;   Inger Torhild Gram   9, 10 , PhD ;   Maja-Lisa Løchen   10, 11, 12 , PhD ;   Cristina Soguero-Ruiz   13 , PhD ;   André Henriksen   8 , PhD ;   Antonio J Rodríguez Almeida   14 , PhD ;   Miroslav Muzny   9 , PhD ;   Reetta Välimäki   15 , BS ;   Thomas Schopf   9 , PhD ;   Himar Fabelo   2, 6, 14, 16 , PhD ;   Conceição Granja   9, 17 , PhD ;   Ana M Wägner   1, 2, 3 , PhD

1 Department of Endocrinology and Nutrition, Complejo Hospitalario Universitario Insular-Materno Infantil, Las Palmas de Gran Canaria, Las Palmas, Spain

2 The University Institute of Biomedical and Healthcare Research, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Canary Islands, Spain

3 Instituto de Investigación Sanitaria de Canarias, Las Palmas de Gran Canaria, Spain

4 Evaluation Unit, Canary Islands Health Service, Santa Cruz de Tenerife, Spain

5 Network for Research on Chronicity, Primary Care, and Health Promotion, Santa Cruz de Tenerife, Spain

6 Fundación Canaria Instituto de Investigación Sanitaria de Canarias, Las Palmas de Gran Canaria, Spain

7 Oslo Centre for Biostatistics and Epidemiology, Department of Biostatistics, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway

8 Department of Computer Science, UiT The Arctic University of Norway, Tromsø, Norway

9 Norwegian Centre for E-health Research, Tromsø, Norway

10 Department of Community Medicine, UiT The Arctic University of Norway, Tromsø, Norway

11 Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway

12 Department of Cardiology, University Hospital of North Norway, Tromsø, Norway

13 Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, Spain

14 Research Institute for Applied Microelectronics, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain

15 Sensotrend Oy, Tampere, Finland

16 Research Unit, Hospital Universitario de Gran Canaria Doctor Negrín, Las Palmas de Gran Canaria, Spain

17 Faculty of Nursing and Health Sciences, Nord University, Bodø, Norway

Corresponding Author:

  • Ana M Wägner, PhD
  • Department of Endocrinology and Nutrition
  • Complejo Hospitalario Universitario Insular-Materno Infantil
  • Avenida Marítima Del Sur S/N
  • Las Palmas de Gran Canaria, Las Palmas 35016
  • Spain
  • Phone: 34 928441617
  • Email: ana.wagner@ulpgc.es