Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Penelitian ini bertujuan untuk mengetahui penerapan nilai kesadaran berbangsa dan bernegara di kalangan Unit Kegiatan Mahasiswa UPN “Veteran” Jawa Timur. Kegiatan Unit Kegiatan Mahasiswa merupakan kegiatan ekstrakulikuler yang ada di kampus UPN “Veteran” Jawa Timur dimana mahasiswa diwajibkan untuk mengikuti kegiatan ekstrakulikuler adalah wujud implementasi nilai kesadaran berbangsa dan bernegara. Penelitian ini menggunakan pendekatan dan jenis deskriptif kualitatif dengan sampel penelitian adalah mahasiswa yang mengikuti Unit Kegiatan Mahasiswa di UPN “Veteran” Jawa Timur tahun 2020. Kesimpulan penelitian menunjukkan bahwa implementasi nilai kesadaran berbangsa dan bernegara belum terimplementasi dengan baik berdasar pada enam variabel yang mempengaruhi implementasi kebijakan menurut Van Meter dan Van Horn. Hal ini didasari dengan masih adanya mahasiswa yang tidak mengikuti kegiatan ekstrakulikuler hingga terbatasnya peran lembaga dalam memberikan ketegasan terkait implementasi nilai kesadaran berbangsa dan bernegara dalam indikator mahasiswa wajib mengikuti kegiatan ekstrakulikuler.
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.
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 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.004 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it