The New Nature of Things? Canada's Conservative Government and the Design of the New Environmental Subject
Bibliographic record
Abstract
Abstract Since coming to power in 2006, Canada's government under Stephen Harper has worked to recalibrate federal regulatory, legislative and economic development frameworks as they overlap in the littoral zone of the environment. We argue that Harper's Conservative government is pursuing a totalizing strategy in reconfiguring the desired Canadian environmental subject. This strategy approaches an integrated design that eclipses the incremental strategic options most Canadian federal governments have understood themselves to be constrained by. This design's basic features include the discursive strategies employed to collapse “the environment” into a singular resource extraction paradigm, a programmatic concentration of power to the executive branch of the Canadian government, and a classical conservative ideology that associates environmental regulation and management with dominion over and improvement of national territory, to the exclusion of other frames and relations. We query the articulation of consent and certainty in relation to the environment and extractive economies in Canada.
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.024 | 0.051 |
| Scholarly communication | 0.014 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".