Forced to Concede: Permanent Restructuring and Labour's Place in the North American Auto Industry
Bibliographic record
Abstract
Abstract: The stunning decline of Ford, General Motors and Chrysler over the past decade has rendered the once “Big Three” US automakers a vulnerable “Detroit Three”. In their attempts to return to profitability, the Detroit Three have undertaken a series of “turnarounds” aimed at renewing their competitive edge. Through this corporate restructuring agenda, 250,000 assembly jobs in North America have been lost, upwards of 50 auto plants have been closed, wages and benefits for new hires have been cut substantially and once strong, independent auto unions have been thoroughly overwhelmed. Permanent restructuring, then, represents a crisis strategy on the part of the corporate elite to continually intensify the demands placed on labour in the hopes of creating new conditions for capital accumulation. Working within labour geography, this paper documents the “regional race to the bottom” in the North American auto industry while reminding labour geographers that capitalist restructuring is a powerful constraint on labour agency.
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 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".