Innovative praxis for environmental learning in Canadian faculties of education
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
Abstract This article explores innovative praxis in Environmental and Sustainability Education (ESE) in four preservice teacher education programmes in Canada. ESE is finding its way into teacher education in a variety of innovative and interdisciplinary ways, as both part of mainstream programmes and in their co-curricular margins. Using a case study approach, each case builds on unique connections to Indigenous education, art education, cultural learning or educational gardening, which supports a variety of differing aspects in relation to ESE. These cases share a common theme of building relationships at the heart of ESE teaching and learning in the mainstream and the margins of the academy. Brought together through a Canadian network of faculty, researchers, policy-makers and community educators that was formed in 2016, these cases demonstrate a deep commitment and imaginative capacity for embedding ESE in Canada’s teacher education systems.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it