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

Attitudes, Beliefs, and Health Behaviours in Human Factors Research (148) Web-based and Mobile Health Interventions (5833) mHealth for Wellness, Behavior Change and Prevention (4256) Behavior Change (1076) Engagement with and Adherence to Digital Health Interventions, Law of Attrition (805)

Published on in Vol 13 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/91917, first published .
Woman in workout clothes checks her phone in a park

Exploring Response Patterns to Motivational Messages Supporting Physical Activity: Latent Class Analysis

Exploring Response Patterns to Motivational Messages Supporting Physical Activity: Latent Class Analysis

Authors of this article:

Chihiro Moriishi1 Author Orcid Image ;   Takeyuki Oba1 Author Orcid Image ;   Keisuke Takano1 Author Orcid Image ;   Kentaro Katahira1 Author Orcid Image ;   Kenta Kimura1, 2 Author Orcid Image
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Chihiro Moriishi   1 * , PhD ;   Takeyuki Oba   1 * , PhD ;   Keisuke Takano   1 , PhD ;   Kentaro Katahira   1 , PhD ;   Kenta Kimura   1, 2 , PhD

1 Human Informatics and Interaction Research Institute, National Institute of Advanced Industrial Science and Technology, Tsukuba, Ibaraki, Japan

2 Faculty of Letters, Hosei University, Chiyoda-ku, Tokyo, Japan

*these authors contributed equally

Corresponding Author:

  • Keisuke Takano, PhD
  • Human Informatics and Interaction Research Institute
  • National Institute of Advanced Industrial Science and Technology
  • 1-1-1 Higashi
  • Tsukuba, Ibaraki 305-8566
  • Japan
  • Phone: 81 80-2202-0737
  • Email: keisuke.takano@aist.go.jp