Chinese Cotton Mill Owner's Association and the Construction of Information System of China’s Cotton Industry
Bibliographic record
Abstract
The Federation of Chinese Cotton Mill Owner's Association is a very important national cotton textile industry group in modern Chinese history, which has had an important impact on the development of modern China's cotton industry in many aspects. Especially in the construction of information system of cotton textile industry, the Chinese Federation of cotton mills is the first industry organization to put forward ideas and put them into practice, which has made great contribution to the communication and exchange of modern technology and management of cotton textile industry. The Federation of Chinese Cotton Mill Owner's Association not only established the information construction of cotton industry at its institutional level, but also paid close attention to the information of American cotton market closely related to modern China's cotton textile industry. This paper will study and discuss the role of the Federation of Chinese Cotton Mill Owner's Association in the establishment of China's cotton information system, in order to clarify the important role of the Federation in the construction of modern China's cotton information system.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".