Pelatihan Pembuatan Pupuk Biosaka, Upaya Perlindungan Tanaman Berbasis Ekologi Untuk Menjaga Kelestarian Lingkungan
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
Biosaka fertilizer production training is an educational program designed to provide practical knowledge and skills in the production of organic fertilizer through fermentation of natural ingredients. Biosaccharine fertilizer, which is made from plant residues, animal waste and certain microorganisms, offers an environmentally friendly and efficient solution for improving soil fertility and plant health. This training includes an introduction to materials and tools, the fermentation process, and the application of biosaccharide fertilizer to various types of plants. Through this approach, participants—including farmers, agricultural extension workers, and other individuals—are expected to be able to produce high-quality biochemical fertilizer independently. It is hoped that the results of this training will reduce dependence on chemical fertilizers and support sustainable agricultural practices that are more economical and environmentally friendly.
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) | 0.000 | 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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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