The Influence and Exploration of Forceful Control in Enshi Area in China during the Resistance War against Japan
Bibliographic record
Abstract
During the resistance war against Japan in China, the national administrative authority penetrated the rural society in Enshi city in Hubei province. For one thing, the village officials as the national administrative power strengthened their functions controlling the rural area; for another, the clan organizations in the rural area in Enshi combated the control. The result of confrontation between the two forces was to further strengthen the legitimacy of the system, extend the national executive power down to the grassroots level, instead of the legitimacy of cultural traditions, and control the rural communities in the Enshi area. This control shows that a modern local administrative system has been established in the Enshi area, and to a certain extent, it reflects that the national government was trying to combine the national strong power with the democratic system to explore patterns of modern political initiatives. The result was that this powerful control in this particular setting of the war again Japan set an unprecedented performance.
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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 | 0.001 | 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 | 0.007 | 0.008 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".