Problematizing “Play-for-Health” Discourses Through Children’s Photo-Elicited Narratives
Bibliographic record
Abstract
There are growing concerns in many industrialized Western societies about declining opportunities for children to play, and fears that this will have adverse health consequences for them. Informed by anti-obesity efforts, public health institutions have recently begun to advance active forms of play as a way of improving children's physical health; however, promoting play for physical health might reshape meanings of play for children. We conducted photography and interview sessions with 25 Canadian children aged 7 to 11 years to examine their representations of play. Our findings suggest that for children, (a) play is an end in itself, (b) play involves but is more than active play, (c) there is ambivalence about scheduled play, and (d) risk is considered a pleasurable component of play. These findings point to a dissonance between children's play promoted for physical health and the meaning of play for children as emotionally contingent, intrinsically motivated, and purposeless.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.010 | 0.018 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".