Pengembangan Produk Kerajinan Purun Tikus (Eleocharis dulcis) Dalam Upaya Peningkatan Daya Saing
Bibliographic record
Abstract
Kelompok usaha wanita pengrajin purun “Galoeh Bandjar” yang berlokasi di Kelurahan Palam, Kecamatan Cempaka, Kota Banjarbaru, Kalimantan Selatan merupakan kelompok binaan Pemerintah Kota Banjarbaru yang berfokus pada kegiatan kerajinan anyaman purun sekaligus mendukung pengembangan destinasi wisata Kampung Purun. Kegiatan pengabdian ini bertujuan untuk memberikan pelatihan dan pendampingan kepada kelompok mitra dalam upaya penerapan inovasi penambahan gagang kayu pada produk tas berbahan dasar anyaman purun tikus. Metode pelaksanaan meliputi kegiatan pertemuan, penyampaian materi, diskusi interaktif, pelatihan, dan pendampingan langsung kepada pengrajin. Hasil kegiatan menunjukkan adanya perubahan positif terhadap sikap dan pengetahuan anggota kelompok mitra, dari yang sebelumnya memiliki pemahaman terbatas menjadi lebih memahami teknik penambahan gagang kayu pada produk tas purun tikus. Pelaksanaan pelatihan dan pendampingan secara teori maupun praktik memberikan pengaruh nyata terhadap peningkatan pemahaman peserta, meskipun peningkatan signifikan baru terjadi pada sebagian anggota kelompok. Kegiatan tersebut secara keseluruhan memberikan dampak positif berupa peningkatan kemampuan, adopsi inovasi, serta perubahan tingkat penilaian kelompok mitra terhadap aspek kreativitas dan kualitas produk dari kategori “cukup” menjadi “baik” dengan kisaran peningkatan 50-60%.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 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 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".