Bibliographic record
Abstract
Canada has been both blessed and cursed by its vast resource wealth. Immense resource riches send the wrong message to the political class that thinking and planning for tomorrow is unnecessary when record high global prices drive economic development at a frenetic pace. Short-termism, the loss of manufacturing competitiveness ('the Dutch disease') and long term rent-seeking behavior from the corporate sector become, by default, the low policy standard. This article contends that Canada is not a simple offshoot ofAnglo-American, hyper-commercial capitalism, but is subject to the recurring dynamics of social Canada and for this reason the Northern market model of capitalism needs its own theoretical articulation. Its distinguishing characteristic is that there is a large and growing role formixed goods and non-negotiable goods in comparison to the United States even when the proactive role of the Canadian state had its wings clipped to a degree that stunned many observers. The article also examines the uncoupling of the Canadian and U.S. economies driven in part by the global resource boom. The downside of the new staples export strategy is that hundreds of thousands of jobs have disappeared fromOntario and Quebec. Ontario, once the rich "have" province of the Confederation, is now a poor cousin eligible for equalization payments. Unlike earlier waves of deindustrialization, there is little prospect for recovering many of these better paying positions. Without a focused government strategy, the future for Canada's factory economy is grim. The final section addresses the dynamics of growing income polarization and its lessons for the future. With a global slowdown or worse on the horizon, Canada's unique combination of mixed goods and orthodox market-based policies is likely to be unsustainable in its current form. For countries with a similar endowment, the Northern model is unexportable.
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 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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.029 | 0.012 |
| Scholarly communication | 0.017 | 0.006 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.020 | 0.002 |
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".