Pemberdayaan Wanita Tani Melalui Program Pemanfaatan Lahan Pekarangan
Bibliographic record
Abstract
Pemberdayaan wanita tani dalam pemanfaatan lahan pekarangan merupakan salah satu cara untuk memenuhi kebutuhan tanpa harus dibeli. Lahan pekarang bisa menjadi tempat kegiatan usaha tani yang mempunyai peranan besar terhadap pemenuhan kebutuhan keluarga. Tujuan kegiatan pengabdian ini adalah meningkatkan kedsadaran wanita tani melaluai pemanfaatan dan kemampuan wanita tani untuk berpartisipasi secara aktif dan upaya pemberdayaan pemanfaatan lahan pekarangan. Metode yang digunakan adalah dengan metode yang meliputi beberapa tahapan, yaitu persiaan penyuluhan pelatihan, pendampingan, dan evaluasi. Sasaran kegiatan ini adalah wanita tani. Upaya pemanfaatan lahan pekarangan budidaya sayuran sangat berdampak baik bagi wanita tani, mampu memberi kontribusi untuk peningkatan ketersediaan sayuran yang sehat dan bergizi untuk rumah tangga.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.063 | 0.012 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".