Pendampingan Legalitas Halal Produk Kuliner Pelaku Usaha Di Desa Mekarmanik Kabupaten Bandung
Bibliographic record
Abstract
Berbagai macam produk kuliner kini mudah ditemukan baik secara online maupun offline. Kesadaran konsumen dalam memilih produk kuliner berlabel halal semakin tinggi, namun belum diimbangi dengan akses legalitas pelaku usaha untuk mendaftarkannya dan mendapatkan sertifikat halal bagi warga Desa Mekarmanik Kabupaten Bandung. Metode pelaksanaan kegiatan dengan menggunakan diskusi ORID, untuk memperoleh indentifikasi masalah dan pemecahan masalah yang dibutuhkan para pelaku usaha kuliner di Desa Mekarmanik. Hasil pengabdian masyarakat ini dimulai dengan pemberian pengetahuan dan pemahaman pada pelaku usaha tentang pentingnya legalitas halal pada produk kuliner yang yang dikemas dalam kegiatan seminar. Proses pendampingan pengajuan sertifikasi halal produk kuliner pelaku usaha di Desa Mekarmanik, dilakukan dengan melengkapi berbagai persayaratannya hingga diajukan secara online melalui aplikasi SIHALAL. Sertifikat halal diperoleh para pelaku usaha kuliner melalui proses pendampingan dari tim pengabdian masyarakat.
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How this classification was reachedexpand
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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.010 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.002 | 0.005 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".