Bibliographic record
Abstract
Salah satu tugas mahasiswa dalam Tridharma Perguruan Tinggi adalah melakukan pengabdian kepada masyarakat. Begitu pula dengan mahasiswa semester 7 STIE WIKARA. Mereka mengabdi di desa Taringgul Tengah kecamatan Wanayasa, membantu memotivasi para UMKM desa yang tengah mengalami penurunan omzet penjualan. Mahasiswa menyelenggarakan seminar singkat di kantor desa dengan mengundang 20 wirausahawan baik usaha warungan maupun industri rumahan (home industry). Narasumber seminar adalah para pelatih wirausaha yang berpengalaman di bidang pemasaran produk dan keuangan. Mereka memaparkan informasi tentang digital marketing (pemasaran produk online), kemasan produk yang berdisain nan cantik, dan pengelolaan keuangan sederhana. Warga termasuk Kepala Desa dan aparatnya mendukung keberadaan mahasiswa atas kegiatan-kegiatan yang dilakukan, karena pencerahan motivasi saja belumlah cukup untuk meningkatkan semangat para wirausaha UMKM yang sedang down akibat merosotnya laba, namun telah di-support pula oleh aparat desa selaku pemerintah disana. Ini dibuktikan dengan aktifnya BAMUSDES dalam mengolektif data usulan para UMKM yang berkenan memasarkan produknya secara online.  
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 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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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; both teacher heads agree on what is shown here.
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".