Bio-economic Model of Halal Goat Production System based on Experimentally Comparing Feeding with Madre de Cacao and/or with IPIL-IPIL (Maguindanao Province, Philippines)
Why this work is in the frame
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Bibliographic record
Abstract
The study was conducted to develop a bio-economic model of Halal goat production in Maguindanao, Philippines to serve as model to Muslim and non-Muslim goat raisers.Nineteen viable cooperatives in the province of Maguindanao were chosen as beneficiaries of the program.Model development, validation and use were done by adopting the STELLA version 4.0.1 computer software program.Interventions derived from the model were tested in the field.Experimental goats were stalled in pens, subjected under two treatments and a Control, and replicated in a
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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 | 0.002 | 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 | 0.001 | 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