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Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/80662, first published .
Woman using a mental wellness app on her phone, showing personalized plans and daily check-ins.

Using Ultra-Abridged Individual Difference Scales for Personalization in Digital Mental Health to Improve Uptake, Engagement, and Experiences: Three-Tiered Decision Framework for Scale Shortening

Using Ultra-Abridged Individual Difference Scales for Personalization in Digital Mental Health to Improve Uptake, Engagement, and Experiences: Three-Tiered Decision Framework for Scale Shortening

Authors of this article:

Siu Kit Yeung1 Author Orcid Image ;   Alan C Y Tong1 Author Orcid Image ;   Han Zhao1 Author Orcid Image ;   Winnie W S Mak1 Author Orcid Image

Siu Kit Yeung   1 , MPhil ;   Alan C Y Tong   1 , PhD ;   Han Zhao   1 , MEd ;   Winnie W S Mak   1 , PhD

1 Department of Psychology, Chinese University of Hong Kong, Hong Kong, China (Hong Kong)

Corresponding Author:

  • Winnie W S Mak, PhD
  • Department of Psychology
  • Chinese University of Hong Kong
  • Rm 333, Chen Kou Bun Building
  • Hong Kong
  • China (Hong Kong)
  • Phone: 852 3943 6577
  • Email: wwsmak@cuhk.edu.hk