Pembuatan Pupuk Kompos dari Kotoran Sapi di Desa Mekar Jaya
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
Limbah kotoran sapi sering menjadi masalah yang berdampak pada pencemaran lingkungan termasuk di Desa Mekar Jaya. Kecamatan Kampar Kiri Tengah, Kabupaten Kampar. Pengabdian ini ditujukan untuk memanfaatan limbah kotoran sapi agar mencegah pencemaran lingkungan dan menjadi tambahan ekonomi bagi peternak di Desa Mekar Jaya. Metode pelaksanaan kegiatan dilakukan dengan cara sosialisasi dan praktik langsung di lapangan dalam pengelolaan limbah kotoran sapi. Hasil kegiatan pengabdian masyarakat pada sosialisasi ini menambah wawasan masyarakat akan pentingnya pengolahan limbah kotoran sapi menjadi pupuk agar tidak mencemari lingkungan. Pelaksanaan kegiatan tersebut berlanjut pada praktik pembuatan pupuk kompos kotoran sapi. Proses nerjalannya kegiatan pembuatan pupuk organik dilakukan dengan hasil yang baik dan sesuai dengan yang diharapkan.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.051 |
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