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

Internet Access and Digital Technology Use in an Elderly Population (569) Depression and Mood Disorders; Suicide Prevention (2366) Problematic Internet Use, Online Gambling and Game Addiction (317) Machine Learning (2992) Preventing Social Isolation and Fostering Social Interactions in Old Age (201) Mental Health Issues in Elderly Patients and Geriatric Psychiatry (290)

Published on in Vol 9 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/84703, first published .
Elderly woman in plaid jacket using a smartphone, with red branches in background.

Smartphone Addiction, Use Preferences, and Depression Among Older Adults in the Digital Context: Machine Learning Analysis of Survey Data

Smartphone Addiction, Use Preferences, and Depression Among Older Adults in the Digital Context: Machine Learning Analysis of Survey Data

Authors of this article:

Sheng Chen1 Author Orcid Image ;   Yue Song1 Author Orcid Image ;   Chien-chung Huang2 Author Orcid Image
Article Authors Cited by (1) Tweetations Metrics

Journals

  1. Ruan Y, Liang H, Yamamoto S, Lin S. Machine learning in mental health promotion for older adults: a scoping review. BMC Geriatrics 2026;26(1) View