Digital-Use Discontinuation as a Follow-Up Marker of Cognitive and Depressive Vulnerability in Later Life: A Multicohort Longitudinal Study
BackgroundDigital inclusion in later life is often measured as static user/non-user status, although older adults may enter, remain in, remain outside, or leave digital environments.ObjectiveTo examine whether digital-use transitions, particularly discontinuation, mark cognitive and depressive vulnerability.MethodsWe analyzed harmonized longitudinal data from CHARLS, ELSA, HRS, and SHARE. Adjacent-wave internet-use transitions were classified as persistent non-use, adoption, persistent use, or discontinuation. Cohort-specific forward, reverse, pre-transition, and marker analyses were pooled with random-effects methods where appropriate.ResultsAcross 250,379 transition intervals, discontinuation was preceded by lower cognition and more depressive symptoms, and was associated with lower subsequent cognition (β = -0.145) and higher depressive symptoms (β = 0.094) than sustained use. Adoption was associated with higher cognition and, on average, fewer depressive symptoms than persistent non-use. Baseline vulnerability predicted lower adoption and higher discontinuation. Adding discontinuation to baseline risk models produced only small gains in discrimination.
Authors
- Shengde Wu (ORCID: https://orcid.org/0000-0002-0083-561X)
- Yang Liu (ORCID: https://orcid.org/0000-0002-7629-8208)
- Yi Wei
Institutions
- Chongqing Population and Family Planning Science and Technology Research Institute (CN)
- Children's Hospital of Chongqing Medical University (CN)
- Chongqing Medical University (CN)
Publication Details
- Journal
- Journal of Applied Gerontology
- Published
- 2026-09-04
- DOI
- https://doi.org/10.1177/07334648261486071
- Primary Topic
- Technology Use by Older Adults
- Type
- article
- Field-Weighted Citation Impact
- 0.00