ArticleFrontiers in digital health2022
Feasibility of Digital Memory Assessments in an Unsupervised and Remote Study Setting.
Article in Frontiers in digital health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed.
- Smartphone-based detection of subtle memory decline in prodromal Alzheimer's disease.NPJ digital medicine · 2026Article
- Remote, self-administered, smartphone cognitive testing in a registry-based cohort: Feasibility, reliability, and validity findings.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Navigating the future of artificial intelligence technologies for improving the care of older adults.Innovation in aging · 2025Article
- Remote, self-administered, smartphone cognitive testing in a registry-based cohort: Feasibility, reliability, and validity findings.medRxiv : the preprint server for health sciences · 2025Article
- A scoping review of remote and unsupervised digital cognitive assessments in preclinical Alzheimer's disease.NPJ digital medicine · 2025Article
- Acceptance of Unsupervised App-Based Cognitive Assessment in Outpatient Care: An Implementation Study.JMIR formative research · 2025Article
- Reliability of remote self-administered digital cognitive assessments: preliminary validation study.Frontiers in digital health · 2025Article
- Participation of under-represented communities in an online cognitive ageing platform and predictors of willingness to be contacted for future research.BMJ public health · 2025Article
- REAL AD-Validation of a realistic screening approach for early Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Article
- Remote Digital Technologies for the Early Detection and Monitoring of Cognitive Decline in Patients With Type 2 Diabetes: Insights From Studies of Neurodegenerative Diseases.Journal of diabetes science and technology · 2024Review
- Article
- The Best of Two Worlds to Promote Healthy Cognitive Aging: Definition and Classification Approach of Hybrid Physical Training Interventions.JMIR aging · 2024Article
- Remote and unsupervised digital memory assessments can reliably detect cognitive impairment in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Article
- Executive Summary of 2023 International Conference of the Korean Dementia Association (IC-KDA 2023): A Report From the Academic Committee of the Korean Dementia Association.Dementia and neurocognitive disorders · 2024Review
- A remote digital memory composite to detect cognitive impairment in memory clinic samples in unsupervised settings using mobile devices.NPJ digital medicine · 2024Article
- Article
- Early Detection of Amyloid-Related Changes in Memory among Cognitively Unimpaired Older Adults with Daily Digital Testing.Annals of neurology · 2024Article
- Priorities for research on neuromodulatory subcortical systems in Alzheimer's disease: Position paper from the NSS PIA of ISTAART.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2023Article
- [Mobile everyday-life digital technologies for the prevention of Alzheimer's dementia: cognitive health and cognitive safety].Der Nervenarzt · 2023Review
- Unsupervised mobile app-based cognitive testing in a population-based study of older adults born 1944.Frontiers in digital health · 2022Article
Corrections and comments
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Authors and funding
12 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Sensitive and frequent digital remote memory assessments via mobile devices hold the promise to facilitate the detection of cognitive impairment and decline. However, in order to be successful at scale, cognitive tests need to be applicable in unsupervised settings and confounding factors need to be understood. This study explored the feasibility of completely unsupervised digital cognitive assessments using three novel memory tasks in a Citizen Science project across Germany. To that end, the study aimed to identify factors associated with stronger participant retention, to examine test-retest reliability and the extent of practice effects, as well as to investigate the influence of uncontrolled settings such as time of day, delay between sessions or screen size on memory performance. A total of 1,407 adults (aged 18-89) participated in the study for up to 12 weeks, completing weekly memory tasks in addition to short questionnaires regarding sleep duration, subjective cognitive complaints as well as cold symptoms. Participation across memory tasks was pseudorandomized such that individuals were assigned to one of three memory paradigms resulting in three otherwise identical sub-studies. One hundred thirty-eight participants contributed to two of the three paradigms. Critically, for each memory task 12 independent parallel test sets were used to minimize effects of repeated testing. First, we observed a mean participant retention time of 44 days, or 4 active test sessions, and 77.5% compliance to the study protocol in an unsupervised setting with no contact between participants and study personnel, payment or feedback. We identified subject-level factors that contributed to higher retention times. Second, we found minor practice effects associated with repeated cognitive testing, and reveal evidence for acceptable-to-good retest reliability of mobile testing. Third, we show that memory performance assessed through repeated digital assessments was strongly associated with age in all paradigms, and individuals with subjectively reported cognitive decline presented lower mnemonic discrimination accuracy compared to non-complaining participants. Finally, we identified design-related factors that need to be incorporated in future studies such as the time delay between test sessions. Our results demonstrate the feasibility of fully unsupervised digital remote memory assessments and identify critical factors to account for in future studies.
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