Penerapan GMP pada UKM Keripik SEMAT (Sehat dan Nikmat)
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
Keripik Semat Desa Tenjo merupakan Usaha Kecil Menengah (UKM) yang telah memiliki PIRT dengan nomor 2153201010561-22. Meski demikian UKM ini masih memerlukan prosedur-prosedur untuk memenuhi persyaratan-persyaratan kualitas pangan yang baik. Penelitian ini bertujuan untuk menganalisis masalah keterbatasan UKM dalam memenuhi persyaratan-persyaratan kualitas pangan yang baik. Dalam penelitian ini permasalahan dianalisis dengan metode observasi, FGD, dan wawancara secara mendalam. Acuan GMP yang dirujuk merupakan standar yang dipakai oleh Food Safety Center of Manitoba (2018). Penerapan Good Manufacturing Practice (GMP) di UKM Keripik Tenjo telah memenuhi syarat-syarat CPPB-IRT pada level 4 (PIRT). Namun diperlukan kontrol yang lebih baik pada peralatan, peningkatan nilai praktek personal, penerapan prosedur penjagaan kebersihan bahan, kontrol lingkungan, pengontrolan penggorengan, pengemasan, dan storage.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.003 |
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