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
The Contributions of cocoa plantations to the profit of farmers is an important issue for the farm development. Cocoa plant is annual plant that can produce throughout the year. In Order to increase profit and Reduce the risk of crop failure, farmers applying polyculture pattern. Application of intercropping patterns on their farm has a linkage with the structure of the costs incurred to cultivate these plants.The purpose of this study is to analyze the level of income and efficiency of the two cropping pattern with the combination of 2 (cocoa and clove) and 3 (cocoa, clove, and coffee) commodities. The method of data collection conducted randomly collected as many as 49 farmers that working on 2 commodities using polyculture cropping pattern and 33 farmers that working on 3 commodities using polyculture cropping pattern. The analytical results showed that the farmers that working on 3 commodities using polyculture cropping pattern have low production level, income, and efficiency, but this polyculture system is still running continuously by the farmers, because it is profitable and has a good efficiency.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| 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 it