PENDAMPINGAN PROGRAM PENGENDALIAN INFLASI DAERAH PADA KLASTER CABAI MERAH
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
Inflationary pressure in West Java province in January to March 2021 (quarter 1) was lower than October to December 2020 (quarter IV), the lower inflation rate was caused by limited demand due to the implementation of Restrictions on the activities of the Javanese Community West (PPKM) and controlling the supply of food commodities because the harvest has just begun for several food commodities, including red chili. Red chilies experienced an increase in prices due to the La Nina weather factor so that farmers failed to harvest and limited supplies. In an effort to maintain price affordability and supply availability to mitigate existing risks. Assistance is provided to the red chili cluster in the Mekar Mulya farmer group with the aim of supporting the TPID program with a 4K framework (Price Affordability, Supply Availability, Smooth Distribution, and Effective Communication)
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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