Bibliographic record
Abstract
The crisis of Japan’s political economy raises the question of how it has dealt with the restructuring of its peripheral industrial regions, and the degree to which it has embraced neoliberal policies. I argue that the spread of neoliberalism in Japan has been uneven, shaped by local settings and adopted only selectively. To make this case, the article focuses on restructuring in Muroran City (2010 population, 94,600), a city of steel and heavy industry that lies on the southern coast of Hokkaido. I examine the changing fortunes of Muroran over the 1985-2010 period based upon a number of site visits made in the last 25 years or so. Set against contemporary industrial restructuring in Japan, the article evaluates the actions of the city’s major employer (Nippon Steel Corporation), central government ministries, and programs of the City of Muroran. The results show that despite the rise of the neoliberal rhetoric in Japan, restructuring in Muroran reflected a commitment to manufacturing and the local workforce by corporate as well as central and local governments.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.001 | 0.004 |
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; both teacher heads agree on what is shown here.
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".