The New Oil Order: The Post Staples Paradigm and the Canadian Upstream Oil and Gas Industry
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
The history of the industry can be divided in four different phases: the semi-colonial period of 1867-1930; the era of multinational domination, 1930-1969; the withdrawal of the multi-nationals and the Canadianization of the industry, 1969-1985; and a fourth, current, era in the evolution of Canada’s oil and natural gas industry beginning with the switch to non-conventional oil recovery, the rise of natural gas as the dominant segment of the industry and the Canada-U.S. Free Trade Agreement which guaranteed a reliable market for Canada’s oil and natural gas The re-entry of the federal government into the provincial oil and gas industry through the Kyoto Protocol has challenged the free-market continentalism that has dominated the Canadian oilpatch since the mid 1980s and the beginning of a new phase of environmental regulation in the 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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.010 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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