Characterization of red rice (Oryza sativa) varieties developed under on-farm dynamic management on Bohol, Philippines
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
Farmer selection and breeding of local varieties are still practiced in many farming systems and are regarded as important components of on-farm dynamic conservation of plant genetic resources (Bretting and Duvick 1997). The farming system on Bohol, an island province of the Philippines, is comprised of mostly smallto medium-sized irrigated farms that combine both traditional and modern methods of cultivation under a wide range of ecological and soil conditions. Rice is the major food crop in Bohol. As a result of the Green Revolution, many traditional varieties were replaced with modern varieties during the 1970s. Nevertheless, local farmers are still involved in the improvement of available varieties and the development of new ones in order to meet the local agro-ecological conditions, their preferences and needs, and new market opportunities.
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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 | 0.000 | 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