Millennial Agricultural Extension Communication at the Self-Help Agricultural and Rural Training Center (P4S) in Gogodeso Village, Kanigoro District, Blitar Regency
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
P4S merupakan lembaga penyuluhan pertanian yang didirikan, dimiliki dan dikelola oleh petani yang telah swadaya. Penelitian ini bertujuan untuk menganalisis model komunikasi yang dilakukan P4S sebagai lembaga penyuluh dalam melakukan penyuluhan progra Petani Milenial yang dilakukan di Desa Gogodeso Kecamatan Kanigoro Kabupaten Blitar. Metode yang digunakan adalah metode kualitatif lapangan. Hasil penelitian men unjukkan bahwa ada dua fase dalam penyuluhan petani milenial. Pada pra penyuluhan hingga saat penyuluhan, model komunikasi yang digunakan linear sehingga pada pra penyuluhan model yang diterapkan adalah SMCR searah dan SMCR dua arah. Pada pasca penyuluhan, model komunikasi yang digunakan adalah model komunikasi jejaring dan model komunikasi media forum.
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 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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