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Record W7114791095 · doi:10.1177/10497315251404932

Online Single-Session Intervention to Foster Connection in Older Adults: Pilot Trial

2025· article· en· W7114791095 on OpenAlexaff

Bibliographic record

VenueResearch on Social Work Practice · 2025
Typearticle
Languageen
FieldPsychology
TopicAging and Gerontology Research
Canadian institutionsWestern UniversityCustom Security Industries (Canada)
Fundersnot available
KeywordsClosenessPilot trialIntervention (counseling)Randomized controlled trialPsychological interventionDisconnectionInterpersonal communicationMental health

Abstract

fetched live from OpenAlex

Purpose Social disconnection in later life significantly impacts emotional and psychological well-being, yet scalable, evidence-based interventions remain limited. This pilot randomized controlled trial evaluated the preliminary efficacy of a single-session online Awareness, Courage, and Love (ACL) intervention in enhancing interpersonal closeness and well-being among older adults. Method Sixty-four community-dwelling older adults (aged ≥60) were randomly assigned to the ACL intervention group ( n = 32) or a waitlist control ( n = 32). Primary and secondary outcomes, including interpersonal closeness and mental health outcomes, were assessed at baseline, post-intervention, and 1-month follow-up. Results Interpersonal closeness significantly increased from baseline to post-intervention in both groups, with a nonsignificant trend favoring the ACL group. The ACL group displayed significant improvements in depressive symptoms from baseline to post-intervention, and from post-intervention to 1-month follow-up. Conclusion This pilot trial shows preliminary efficacy of a single-session ACL intervention, motivating multi-session testing to assess durability. Trial registration: ClinicalTrials.gov—NCT06524206 (date of registration: July 29, 2024)

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.036

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0110.001

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 head0.259
GPT teacher head0.563
Teacher spread0.305 · 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 designNon-randomized trial
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 routes1
Has abstractyes

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