Of Nails and Needles: A Reconsideration of the Political Economy of Canadian Trade.
Bibliographic record
Abstract
The hegemonic view in Canadian political economy is that Canada’s trade profile is weighted towards the export of unprocessed products, and away from manufactured products. With the soaring value of Canadian energy exports, combined with an import history weighted towards the import of finished manufactured goods, left nationalist political economy seems to be on strong footing painting a picture of an economy with an underdeveloped manufacturing sector. This article will empirically re-examine Canada’s trade profile, question some common assumptions about what constitutes ‘manufactured’ exports, and argue that Canada’s trade profile is perfectly compatible with that of an advanced capitalist economy. Left nationalism has mistakenly relied on categories appropriate to dependent economies, categories inappropriate for Canada. A Marxist approach reveals an economy with a more or less developed ‘home market’ economy, where the ‘self-expansion of value’ is directed towards the Canadian capitalist class, not away from it, as would be expected in a dependent economy.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.020 | 0.021 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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".