Online Single-Session Intervention to Foster Connection in Older Adults: Pilot Trial
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
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)
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it