Bibliographic record
Abstract
Although counterintuitive for many academics and lay people alike, the Canadian environmental movement has long included significant engagement from organized labour. More surprising, perhaps, the most dedicated labour environmentalists came from unions representing workers in the auto, steel, mining, chemical, and oil industries. This was certainly the case in Alberta during the 1970s. There, the Oil, Chemical and Atomic Workers (ocaw) used their outsized influence within the Alberta Federation of Labour (afl) to conjoin growing concern about occupational health and safety with developing awareness about air and water pollution beyond the workplace. Drawing on fonds at the University of Calgary Glenbow Archives, Provincial Archives of Alberta, and Library and Archives Canada, this article chronicles and assesses efforts by ocaw officials within the afl to introduce and sustain a labour environmentalist agenda. It also makes an argument for historians interested in the origins and evolution of the Canadian environmental movement to pay closer attention to organized labour.
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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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.052 |
| Scholarly communication | 0.013 | 0.011 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.006 | 0.009 |
| Insufficient payload (model declined to judge) | 0.009 | 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; 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".