Study on the Decoupling of Cultivated Land Occupation by Construction from Economic Growth in Chengdu City
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
This paper uses the decoupling analysis method to analyze the status, degrees and causes of decoupling of cultivated land occupation by construction from economic growth in the period of 1993 to 2006 in Chengdu city, and hopes to provide the government with relevant measures of the decoupling of cultivated land occupation by construction from economic development. The results are as follows: 1) Relative decoupling and absolute decoupling of cultivated land occupation by construction from economic growth occurred at 57.14 percent in the research period. However, the degrees of decoupling had obvious variations in the temporal scale; 2) The elasticity values of the decoupling exhibited an inverted “V” shaped curve; 3) The additional investment of capital and labor, the implementation of government policy and measures, the pattern transformation in the economic growth will help accelerate decoupling. Therefore, the quantity of cultivated land occupation by construction should be under the control of Chengdu government, meanwhile, the government need to speeding up the transformation of economic development models and optimizing the structure of industry so that cultivated land conservation and economic growth are not a dilemma.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Observational | low |
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Observational | low |
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) | 0.000 | 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) | 0.000 | 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