Nature's Past Episode 034: Histories of Canadian Environmental Issues, Part IV – The Canadian Environmental Movement II
Bibliographic record
Abstract
The environmental movement is one of the most popular topics in Canadian environmental history. At present, the environmental movement in Canada is at a bit of a crossroads. Having finally moved beyond simply outlining worst practices and their consequences, the last decade has witnessed proactive solutions and workable alternatives to every kind of environmental problem. Yet, this comes at the same time as economic turmoil and ideological opposition from government. Recently, David Suzuki has even gone so far as to argue that “Environmentalism has failed.” Given this crossroads, environmental historians offer the context needed to understand the state of the environmental movement in this country today \n \nOn this second part of our look at the history of the environmental movement in Canada we speak with a group of leading environmental historians, including Jonathan Clapperton, Frank Zelko, Ryan O’Connor, and Mark McLaughlin about the origins of the movement and its transformations since the end of the Second World War. \n \nPlease be sure to take a moment to fill out a short listener survey here.
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 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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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; both teacher heads agree on what is shown here.
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".