Bibliographic record
Abstract
Kepala Desa telah melaksanakan fungsi manajemen melalui kegiatan perencanaan, pengorganisasian, pelaksanaan dan pengawasan. Perencanaan Pembangunan Infrastruktur Jalan melibatkan masyarakat, serta perangkat desa dan BPD (Badan Permusyawaratan Desa) sebagai wakil masyarakat di desa, dalam pelaksanaan kegiatan sesuai dengan kewenangan desa sedangkan dalam pelaksanaan tugas sudah dilakukan pembagian pekerjaan. Pelaksanaan Infrastruktur Jalan sesuai dengan perencanaan yang yang telah di tentukan khususnya jalan Desa, tetapi proyek jalan Kabupaten tidak sesuai dengan hasil musrenbangdes (Musyawarah Pembangunan Desa). Pengawasan kinerja Kepala Desa dilaksanakan oleh (BPD) sesuai dengan tugas dan fungsinya, namun belum maksimal karena BPD memiliki pekerjaan lain di samping sebagai BPD. Perencanaan pembangunan desa yang melibatkan masyarakat melalui musyawarah perencanaan pembangunan desa (Musrenbangdes).
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.058 | 0.018 |
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".