“When I’m playing with him, everything else in my life sort of falls away”: exploring grandparents’ and grandchildren’s learning through outdoor play
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
A decline in children’s opportunities for outdoor play was observed during the past decades. Expanding opportunities for outdoor play through intergenerational programs for children and elders could benefit their mental and physical health. This study explores the learnings that Canadian grandparents and their 3- to 5-year-old grandchildren attained through intergenerational outdoor play. Semi-structured interviews were conducted with 14 grandparents from British Columbia, Canada. Using thematic analysis, we identified six themes related to what grandchildren learned, two related to what grandparents learned, and one related to what grandparents and grandchildren learned together during outdoor play. Findings from this study indicate that outdoor play provides a unique opportunity to develop skills that are useful at grandparents’ and grandchildren’s respective life stages and should therefore be supported by educators and other professionals who work with families.
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.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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