Elizabeth May: Trade and the Environment
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
For more than 30 years, Elizabeth May has been a leading environmentalist, author, activist, and lawyer. In the mid-1970s, Elizabeth successfully fought to protect Cape Breton forests from insecticide and herbicide spraying. In 1986, she served as a senior policy advisor to then federal Environment Minister Tom McMillan where she played a central role in the creation of several parks, including South Moresby. In 1989, after becoming the Executive Director of the Sierra Club of Canada, Elizabeth May has worked on issues ranging from climate change, biodiversity, forests, toxic pollutants, and trade and the environment. She was awarded the UN Environment Program's Global 500 Award in 1990. She is the author of four books: Budworm Battles (1982), Paradise Won: The Struggle to Save South Moresby (1990), At the Cutting Edge: The Crisis in Canada's Forests (1998) and with Maude Barlow, Frederick Street: Life and Death on Canada's Love Canal (2000).
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 | 0.001 | 0.003 |
| 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