Pendampingan Pengelolaan Keuangan Badan Usaha Milik Desa, Desa Sidoharjo, Kecamatan Samigaluh, Kabupaten Kulon Progo
Bibliographic record
Abstract
Program pengabdian kepada masyarakat ini bertujuan untuk menguatkan pengelolaan keuangan dan tata kelola Badan Usaha Milik Desa (BUMDes) Binangun Mandiri Desa Sidoharjo Kecamatan Samigaluh Kabupaten Kulon Progo. Bidang usaha yang dijalankan oleh BUMDes adalah jasa keuangan dan perdagangan alat tulis kantor. Metode pengabdian yang digunakan adalah melalui pelatihan dan pendampingan selama periode waktu pengabdian yang melibatkan berbagai pemangku kepentingan desa, termasuk perangkat desa dan masyarakat luas. Program pengabdian ini dapat meningkatkan kapasitas dan kemampuan sumber daya manusia pengelola pada aspek keuangan BUMDes. Pengelolaan BUMDes yang baik merupakan salah satu aspek penting penguatan kemandirian masyarakat desa dengan berpijak pada pemanfaatan potensi lokal dalam upaya untuk memecahkan permasalahan masyarakat, terutama aspek perekonomian. Dari tiga indikator tata kelola BUMDes yang baik tampak bahwa BUMDes Binangun Mandiri Sidoharjo memiliki pengelolaan yang baik dengan didukung aspek struktural, finansial dan sosial yang baik. Keberadaan program pengabdian ini memperkuat aspek tata kelola keuangan yang ada.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.032 | 0.009 |
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".