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Record W4416983366 · doi:10.1353/lib.2025.a976066

A Library-Based "Tech Club" for Older Adults Living with Dementia and Their Care Partners: A Codesigned Pilot Project

2025· article· en· W4416983366 on OpenAlexfundaboutno aff
Anthea Innes, Mason McLeod, Umniyah Gilani, Kyla J. Kovalik, Constance Dupuis, Equity Burke

Bibliographic record

VenueLibrary trends · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicTechnology Use by Older Adults
Canadian institutionsnot available
FundersGovernment of Canada
KeywordsDementiaThematic analysisGeneral partnershipMoodDigital divideIndependent livingFocus groupDescriptive statisticsActivities of daily living

Abstract

fetched live from OpenAlex

Abstract: Addressing the digital divide is recognized as important, but less is known about how best to support older adults (fifty-five+) living with dementia and their care partners' digital learning needs. This paper reports on a partnership project between a university aging research center and a local Canadian public library. The aim was to support the social participation, connection, and inclusion of community-dwelling older adults (fifty-five+) living with dementia and their care partners through a codesigned "tech club" to address their self-identified digital learning needs. Data was collected between June 2024 and January 2025 via two codesign workshops, one-on-one pre-interviews, pre- and post-session mood questionnaires, ethnographic style field notes taken during each "tech club" session, and follow-up focus groups and interviews. Data analysis consisted of descriptive statistics and a thematic analysis. We report findings related to the participants' motivations for attending a dementia tech club, perceived social well-being benefits, potential challenges of a dementia tech club, and the importance of promoting tech-based opportunities to individuals living with dementia and their care partners. The findings demonstrate a mechanism (tech clubs) to address the digital divide for people living with dementia and promote social connection.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.041
Threshold uncertainty score0.081

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.013
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0120.003
Scholarly communication0.0030.002
Open science0.0020.010
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.014
GPT teacher head0.276
Teacher spread0.262 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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