Preschool children’s perceptions on human–environment relationship: follow-up research
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
In the current study, we focus on how the early childhood education for sustainability (ECEfS) program develops the perceptions of preschool children about the human–environment relationship. The sample of the study consisted of preschoolers aged 60–66 months in Ankara, Turkey. The data were collected through the drawings of children on the topic of ‘human–environment’ and interviews on drawings obtained before and after the program. The findings revealed that children perceive their environment as a peaceful and gentle place. Furthermore, children conceptualized the environment through unusual and fantastic elements and they described the environment through secondary sources. There was a shift in descriptions in the post- and follow-up drawings including proposing recycling as a way of reconstructing the human–environment relationship, with making connections between global issues. In parallel to post findings, follow-up drawings gained after 10-month of the implementation highlights children’s own solutions for a sustainable future.
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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 | 0.001 | 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) | 0.005 | 0.002 |
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