Eveluation of Burning Plant Residues and Farmers' Participation in International Cooperative Program for Resources Recycling System through Composting in Uttaradit of Northern Thailand
Bibliographic record
Abstract
This report dealt with the changes in burning density and the characteristics of agricultural fields where the burning were conducted in Nam Pat district of Uttaradit province, Thailand. Also the contents of international cooperative program for natural resources recycling conducted by Japanese NGO were evaluated on the basis of participatory level. There was a tendency for the burning density to be gradually higher every year. Also, agricultural fields, where the burning was conducted, tended to be bounded on water resources or forest. Through the evaluation of farmers' participation, it was concluded that the deeper farmers' perception led to the higher farmers' participation, and directly it connected to farmers' adaptability for organic farming. For decreasing the frequency of the burning, composting is the one of farmers' alternative, which may contribute to sustainable agriculture.
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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 | 0.000 |
| 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 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".