Canada's East Asian Transplants Reach Maturity
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
Most East Asian auto transplants in North America are now a quarter-century or more old. This perspective should now allow their evolution from the original post-Fordist model and their impact on surrounding local and regional economies to be subjects for comparative analysis. This article seeks to contribute to this research task by assessing one joint venture and three auto transplants—the CAMI plant in Ingersoll, Ontario, the Toyota plant in Cambridge, Ontario, the Honda plant in Alliston, Ontario, and the Hyundai plant in Bromont. Based on fieldwork and interviews in Canada in 1991 and 2004, it seeks to evaluate the promise and fulfillment and the successes and shortfalls of these four plants as instruments of work reorganization and business management and as catalysts of local and regional economic development.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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