ArticleEClinicalMedicine2022
Digital exclusion and functional dependence in older people: Findings from five longitudinal cohort studies.
Article in EClinicalMedicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT07407725 (Development of a Clinical Outcome Assessment for Assistive Technologies and Brain-Computer-Interfaces), which is not on this map. Cited by 89 papers, 7 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Development of a Clinical Outcome Assessment for Assistive Technologies and Brain-Computer-Interfaces
Who cites it
89 citing papers in PubMed, 7 syntheses or guidelines pooled it, 150 citations in OpenAlex.
- The Associations Between Digital Exclusion and Physical or Cognitive Function in Middle-Aged and Older Adults: Systematic Review and Meta-Analysis.JMIR aging · 2026Pooled it
- Dual Sensory Impairment and Depressive Symptoms: Association and Pathways in Three Cohorts and a Meta-Analysis.Depression and anxiety · 2026Pooled it
- A meta-analysis of technology use and cognitive aging.Nature human behaviour · 2025Pooled it
- Effectiveness of Integrated Digital Solutions to Empower Older Adults in Aspects Related to Their Health: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Positive association between Internet use and mental health among adults aged ≥50 years in 23 countries.Nature human behaviour · 2025Pooled it
- Influencing factors of digital health technology anxiety in the elderly: a systematic review and meta-analysis.Frontiers in psychology · 2025Pooled it
- Digital technologies to prevent falls in people living with dementia or mild cognitive impairment: a rapid systematic overview of systematic reviews.Age and ageing · 2024Pooled it
- Feasibility of Wearable Devices for Motivating Post-Stroke Patients.Sensors (Basel, Switzerland) · 2025Trial
- Acceptability and feasibility of online delivery of chair-based yoga for older adults with multimorbidity - lessons from a process evaluation of the gentle years yoga trial.BMC complementary medicine and therapies · 2025Trial
- Digital health technology burden and frustration among patients with multimorbidity.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- Everyday Access and Rural Aging in Place: A Mixed-Methods Study of Applied Gerontological Intervention Priorities in South Korea.Healthcare (Basel, Switzerland) · 2026Article
- Virtual Preoperative Education in Bariatric Surgery: Patient Acceptance and Travel-Related Carbon Savings.Obesity surgery · 2026Article
- Digital exclusion, functional limitations transitions, and life expectancy: a multinational longitudinal study.SSM - population health · 2026Article
- Exploring Response Patterns to Motivational Messages Supporting Physical Activity: Latent Class Analysis.JMIR human factors · 2026Article
- Joint changes in subjective memory and objective cognition and risk of incident functional dependence: A harmonized analysis of four aging cohorts.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- A Multidimensional Digital Health Platform to Support Intrinsic Capacity and Healthy Aging: Pilot Feasibility Study.JMIR aging · 2026Article
- Functional decline in the final years of life: A multicohort study.BMC medicine · 2026Article
- Health-Related Digital Engagement and Incident Stroke Among Older Adults: Prospective Cohort Study.Journal of medical Internet research · 2026Article
- Complete Digital Disconnection as a Prognostic Marker of Mortality or Residential-Care Transition in Older Adults With Cardiovascular Risk: A Nationally Representative Cohort Study.Research square · 2026Article
- Association between the cardiometabolic index and intrinsic capacity and its domains in older adults: a study based on CHARLS data.BMC geriatrics · 2026Article
29 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Older people are more likely to be excluded from the digital world, and this has been linked to poor health outcomes. The extent and direction of the influence of digital exclusion on functional dependency is, however, not well understood. We aimed to investigate the association between digital exclusion and functional dependency among older adults from high-income countries (HICs) and low- and middle-income countries (LMICs). Methods: In this multicohort study, we pooled individual-level data from five longitudinal cohort studies that included nationally representative samples of older adults across 23 countries, including the Health and Retirement Study (HRS), the English Longitudinal Study of Aging (ELSA), the Survey of Health, Ageing and Retirement in Europe (SHARE), the China Health and Retirement Longitudinal Study (CHARLS), and the Mexican Health and Aging Study (MHAS). The digital exclusion was recorded as an absence from internet use by self-reported. We assessed basic activities of daily living (BADL) and instrumental activities of daily living (IADL), and we used interval-of-need methods to categorize the functional dependency. We applied generalized estimating equations models fitting Poisson model to investigate the association of digital exclusion with difficulties in BADL or IADL and functional dependency, adjusting for the causal-directed-acyclic-graph (DAG) minimal sufficient adjustment set (MSAS), including gender, age level, labour force status, education, household wealth level, marital status, and co-residence with children. Findings: We included 108,621 participants recruited between 2010 and 2018 with a median follow-up of 3 phrases. Digital exclusion in older adults varied across countries, ranging from 23.8% in Denmark (SHARE) to 96.9% in China (CHARLS). According to the crude model, digital exclusion was significantly associated with functional dependency. In the MSAS-adjusted model, those associations remained statistically significant: HRS (incidence rate ratio [IRR] = 1.40, 95% confidence interval [CI] 1.34-1.48 for BADL; 1.71 [1.61-1.82] for IADL), ELSA (1.31 [1.22-1.40] in BADL and 1.37 [1.28-1.46] in IADL), SHARE (1.69 [1.61-1.78] in BADL and 1.70 [1.63-1.78] in IADL), CHARLS (2.15 [1.73-2.67] in BADL and 2.59 [2.06-3.25] in IADL), and MHAS (1.15 [1.09-1.21] in BADL and 1.17 [1.09-1.25] in IADL). In the subgroup analyses, the associations were more pronounced in the oldest-old (aged ≥ 80 years old). Interpretation: There is a substantial proportion of older adults who are excluded from the Internet, especially those in LMIC. Older people excluded from the Internet regardless of whether they live in HICs or LMICs are more likely to develop functional dependency. It should be made a priority to remove barriers to Internet access in order to assist older people in maintaining their independence and, consequently, to reduce the care burden associated with the ageing population worldwide. Funding: The National Natural Science Foundation of China (No. 71904004).
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.