The Organizational Operation of Farmers’ Specialized Technology Association (FSTA) in Yuanshi County Hebei Province
Bibliographic record
Abstract
This paper examines NPO, a FSTA in Yushi County Hebei Province, focusing its organizational operation and evolvement process of property right system. The paper found that evolvement of property rights system is experiencing a ‘Cooperative System →Joint Stock Cooperative System → Joint Stock System’ process. Other newly established associations might replace the previous functions of mutual aid and service. Key words: Organizational Framework, Organizational Operation, Property Rights System Resume: Cet essai examine une organisation non lucrative, un FSTA dans la region Yuxi de la province du Hubei, se concentrant sur son operation organisationnelle et l’evolution de son systeme du droit de propriete. L’essai trouve que l’evolution du systeme du droit de propriete connait un tel processus : Systeme cooperatif→ Systeme cooperatif de stock joint→ Systeme de stock joint. D’autres associations dernieremment etablies pourraient remplacer les fonctions precedentes d’aide mutuelle et de service. Mots-Cles: cadre organisationnel, operation organisationnelle, systeme du droit de propriete
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".