Assisting friendships, combating loneliness: users' views on a ‘befriending’ scheme
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
Loneliness and isolation can be a major cause of unhappiness and can contribute towards depression and mental illness in older age. These associations are recognised by academics, policy makers and older people's representative organisations alike in several countries, and many corrective ad hoc and country-specific initiatives have been supported. This study examines the opinions of the users of a local home-visiting befriending service in the United Kingdom. The befrienders are volunteers, and most users were introduced to the service by female relatives or health service professionals. Positive opinions of the service predominated, and users placed a high value on the reliability of their befrienders. The service provided the users with an opportunity to develop a new bond, and many reported friendly reciprocity, which they recognised as an ingredient of ‘real’ friendship. These friendships sometimes developed beyond the agreed rules and remits of the ‘formal’ service, and incorporated various forms of supplementary assistance and social activities. The paper demonstrates the value of befriending services and examines carefully the aspects of their implementation that required exceptional sensitivity.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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