Dissent and descent: tracing Canada’s environmental governance from regulatory beginnings to dismissal and reversals by the Harper government
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
Since Confederation in 1867, official Canadian settler government policy on the environment has sought to simultaneously preserve “wilderness” and exploit natural resources for market gain. In the 1960s, the nascent North American modern environmental movement pushed for stronger regulation on pollution and toxics – and a more institutionalised state-led response to environmental problems emerged. Throughout the last five decades, three principal “eras” of federal government reaction have emerged in response to mounting scientific evidence and public pressure to act on environmental issues. The first, from the late-1960s to mid-1980s, saw the development and implementation of early environmental policy and programmes. The second era, from the mid-1980s to mid-2000s co-occurred alongside the rise of the sustainable development paradigm, and is marked by the Canadian government’s attempt at leadership on the global stage. The third era, from the mid-2000s to 2015, demonstrates a shift from environmental regime-building and multilateral collaboration toward rollbacks and obstructionism. Under the leadership of Prime Minister Stephen Harper, the government of Canada reversed decades of progress and cooperation on the environment and sustainable development through its muzzling of government scientists, superficial co-optation of climate policy, rollbacks of environmental legislation and disparagement of environmental activists. In total, by shifting the federal government from a position of ineffective benevolence on environmental issues to one of contention and antagonism, the Harper government’s approach represents a departure from Canadian environmental governance norms and sought to remake the identity of Canada as an energy superpower inextricably tied to its oil and gas industry.
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 | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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