Reconciling Ecological Sustainability and Human Development: Ideas for Environmental and Sustainable Development 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
Given the challenges of environmental sustainability, the school teacher, especially those handling courses and subjects related to education for sustainability would need some understanding of why environmental problems persist and be able to impact same in their respective learners. The major issues that they must emphasize are problems associated with human development and global economic practices underpinned by the neoliberal economic theory. Other issues are the impact of development-oriented practices on the ecological environment and the consequences associated with the overexploitation of the earth resources which could bring irreversible devastating consequences on humanity if care is not taken. This paper thus exposes all these issues with the view to providing what could serve as ideas that that the teachers of environmental and sustainable development education could share with their learners, especially at the teacher training levels.
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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 | 0.002 | 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 | 0.009 | 0.002 |
| 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 it