Pelatihan Pembukuan Usaha Berbasis Aplikasi bagi Pelaku Usaha UMKM di Kecamatan Pamulihan Sumedang
Bibliographic record
Abstract
Pengabdian masyarakat dilaksanakan pada hari selasa tanggal 14 Juni 2022, bertempat di Gedung Negara Jalan Prabu Geusan Ulun No. 36, Regol Wetan, Sumedang Selatan, Jawa Barat. Peserta 28 orang terdiri dari pelaku usaha UMKM. Metode pengabdian dimulai dengan survey awal, persiapan pelatihan, pelatihan pembukuan berbasis aplikasi dan evaluasi pelaksanaan pengabdian. Evaluasi dilakukan dengan memberikan pertanyaan bagaimana kemampuan anda dalam pembukuan usaha sebelum pelatihan dan bagaimana kemapuan anda setelah dilakukan pelatihan. Jawaban harus bentuk score angka 10- 100. Hasil evaluasi menunjukkan rata-rata tingkat kepuasan 4,31 dan pemahaman pembukuan meningkat dari rata-rata 41,79 sebelum pelatihan, meningkat menjadi rata-rata 77,85 setelah pelatihan pembukuan. Kegiatan selanjutnya yang dibutuhkan adalah melakukan pendampingan pembukuan.
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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.025 | 0.004 |
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".