The Impact and Reform Conception of Land Expropriation to Rural Administrative System Under the Background of Macrocosm Urbanization: Based on the Empirical Study of S District in Chongqing
Bibliographic record
Abstract
Under the promotion of macrocosm urbanization idea, the increasing construction of urban public facilities and public welfare establishments lead to the behavior generation of government expropriation, to some extent, which on the rural administrative system and its reform. This article makes the S district in Chongqing as a empirical object, depends on the understanding of its rural administrative system situation, analyzes the impact of government expropriation to rural administrative system, and it mainly reflects on the following aspects, such as: rural administrative regional broken, some empty shell of administrative villages; disordered management of urbanization peasant, large hidden trouble in public security; the unequal of rights and liabilities in township government, the lag behind of government functions transformation. Therefore, this article proposes the rural administrative system reformed frame and its supporting measures, that is to say, the reformation of town to street, village to residential committee, and the rural community joint stock cooperative system.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 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".