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.

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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
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article

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

Shengde Wu, Yang Liu, Yi Wei
Journal of Applied Gerontology
Technology Use by Older Adults
article

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

Shengde Wu, Yang Liu, Yi Wei
article en

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.

Journal of Applied Gerontology
Chongqing Population and Family Planning Science and Technology Research Institute (CN), Children's Hospital of Chongqing Medical University (CN), Chongqing Medical University (CN)
Reduced inequalities
Openalex Percentile: Top 4%
Technology Use by Older Adults
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