Evaluating the Impact of Teacher-designed, Wellbeing and Sustainability Play-based Learning Experiences on Young Children's Knowledge Connections: A Randomised Trial
Bibliographic record
Abstract
THIS PAPER REPORTS FINDINGS from a randomised investigation into the effect of teacher-designed, play-based learning experiences on preschool-aged children's knowledge connections between healthy eating and active play as wellbeing concepts, and sustainability. The investigation used a ‘ funds of knowledge’ theoretical framework to situate young children's interests in digital media and popular culture, as a site for learning these knowledge connections. The findings suggest that the intervention group children created more wellbeing and sustainability knowledge connections than the waitlist control group children. Additionally, the intervention group children demonstrated an increase in vegetable serves and a decrease in unhealthy food servings post intervention (measured by parent report). The paper suggests that more attention should be paid to early childhood teachers’ capacity for actively building children's knowledge about wellbeing and sustainability concepts through play-based learning, as opposed to top-down approaches towards obesity education and prevention alone.
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How this classification was reachedexpand
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 | 0.003 | 0.004 |
| 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".