PENGEMBANGAN AGROWISATA SUBAK GULINGAN DI KECAMATAN MENGWI KABUPATEN BADUNG
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
Pengabdian yang bertujuan untuk mengembangkan agrowisata subak di Desa Gulingan Kecamatan Mengwi Kabupaten badung. Kegiatan yang dilakukan meliputi persiapan, operasional dan evaluasi. Kegiatan persiapan terdiri dari rekrutmen peserta KKN, kordinasi dengan mitra, pembekalan mahasiswa hingga mobilisasi mahasiswa ke lokasi. Kegiatan operasional meliputi: (1) Penataan jalan subak menjadi jalur tracking bagi wisatawan menikmati alam persawahan dan atraksi wisata aktivitas subak; (2) Penguatan kelembagaan subak menjadi pengola daya tarik agrowisata dan pelatihan tenaga pemandu; (3) Pengembangan aktivitas subak menjadi atraksi wisata; (5) Pelatihan pengolahan hasil pertanian dan ikan sebagai hidangan untuk wisatawan bagi wanita tani. Kegiatan evaluasi dilakukan secara berkelanjutan terhadap kemajuan yang diperoleh.
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 | 0.009 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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