Bibliographic record
Abstract
As part of the 2009 North American Association of Environmental Education Research Symposium, this article addresses the cultural and theoretical frameworks that we bring to environmental education, the web of ideas and experiences that define the scope and purpose of the work in its geopolitical context. Originally delivered as a keynote address at the symposium, the paper highlights two necessarily related conversations within environmental education: the first concerns the problem of empire, including its roots in imperialism and colonialism, as well contemporary problems of globalization; the second concerns the problem of nature, including the need to develop intimate connections with the non-human on a planet that everywhere bares the mark of human alteration. Nature and empire are two poles on a continuum that shape the cultural and ecological contexts of life and learning. The author argues for the need to hold empire and nature not in opposition, but in paradox. Holding the tension of paradox complicates simplistic binaries, and can contribute to a stance that appreciates the relationships between seeming polarities in the intersectional work of social and ecological change.
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.
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 | 0.008 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.058 |
| Scholarly communication | 0.011 | 0.012 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".