A HISTRICAL STUDY ON ENLARGEMENT AND SITE PLAN OF CORPORATE TOWN, DEVELOPED BY STEEL INDUSTRY COMPANIES, IN MURORAN
Bibliographic record
Abstract
There are two purposes of this paper. The first is a transition of expansion of corporate towns, developed by steel industry companies. Another one is site plan of welfare facilities. At development, about end of Meiji era, corporate towns took position that surround factories. Expansion period, since 1934 when established of Nippon Steel Corporation, each corporate towns becomes independent of the factory by corporate policy. It had developed basement of east area in Muroran, and influence of urban planning was a little. In each corporate town, facilities site orderly with a trunk road and daily life facilities located central of those area. The grade of company's house is high above in the sloping land. A living environment of staff district, high, dry and good view, looks like a suburbs around major cities developed by private railway company and realty company. Development of corporate town in Muroran is a base of present residential quarter and urban area.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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".