A Longitudinal Study of the Relation between Acquiring a Dog and Loneliness
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
This longitudinal study examined the effect of acquiring a dog using both an indirect and a direct measure of loneliness. The loneliness levels of 31 adults who acquired a dog and a control group of 35 non-dog guardians (non-dog owners) were assessed at baseline and 8 months. Results revealed that changes in loneliness over time differed for the two groups when loneliness was assessed through a 1-item direct measure. Participants who acquired a dog experienced reduced loneliness levels from baseline to 8 months and were less lonely at 8 months than non-dog guardians, even though the two groups did not differ at baseline. On the other hand, when loneliness was assessed through a multi-item indirect measure, acquiring a dog had no effect on loneliness. These results highlight the importance of the type of measure used to assess loneliness when examining changes in loneliness following the acquisition of a companion animal.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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