Journal of Applied Gerontology

Digital-Use Discontinuation as a Follow-Up Marker of Cognitive and Depressive Vulnerability in Later Life: A Multicohort Longitudinal Study

Cohort study of 250,379 peoplePopulations
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Abstract

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.

The paper

Children's Hospital of Chongqing Medical University

Journal of Applied Gerontology, 4 Sep 2026

doi.org/10.1177/07334648261486071PubMed 42695543