"It's From a Fresh Perspective": Children's Reflections on Participation in Ecological Research and Action
Bibliographic record
Abstract
Environmental education looks to motivate and empower positive environmental actions that respect the complexity of natural systems. It follows that related educational research takes up a multiplicity of voices, and possibilities for exploring ecological curriculum and practice. Participatory action research (PAR) does this as it brings together theory, inquiry, and social justice, and PAR that includes children as researchers is transformative for both young researchers and the community. There is, however, limited research on the experiences of young learners in PAR in environmental education. This paper shares the reflections of the Eco Research Organization, a group of grade six researchers, and Susan Jagger, their adult co-researcher, on their engagement in PAR in a longitudinal study of their school garden and nature in their community.
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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 | 0.016 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.022 | 0.034 |
| Scholarly communication | 0.014 | 0.010 |
| Open science | 0.003 | 0.014 |
| Research integrity | 0.006 | 0.016 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".