Labour in ‘lean’ times: geography, scale and the national trajectories of workplace change
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
In this paper we argue that far from being surpassed by globalization, the nation‐state remains a key space for organized labour. However, labour geographers’ focus on patterns of union organization and strategies of ‘internationalism’ underplays the enduring role of national institutions. Moreover, while labour geographers have recognized the significance of new forms of work organization, such as just in time and lean production, with some exceptions they have not examined how unions both formally and informally determine the trajectory of workplace change. Based on case studies of unions in the Canadian and German auto industries, we stress that the linkage between national and workplace scales remains critical to understanding how unions are responding to the challenges being presented by lean and just in time production. Finally, while there is a re‐scaling of bargaining in the automobile industry to the firm or enterprise scale, the outcomes of decentralization depend largely on the national regulatory context.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| 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