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
Suku Bugis adalah salah satu etnik di Indonesia yang sebagian besar masyarakatnya berada di Provinsi Sulawesi Selatan yang mendiami beberapa wilayah seperti Kabupaten Wajo, Bone, Luwu, Soppeng, Sidrap, Pinrang, Parepare, Barru. Akan tetapi karena adanya pernikahan menyebabkan adanya pertalian darah dengan Makassar dan Mandar. Daerah peralihan antara Bugis dengan Makassar adalah Maros, Pangkep, Sinjai, Bulukumba. Dan peralihan antara Bugis dengan Mandar ialah Polman serta Pinrang. Di dalam masyarakat suku Bugis menganut sistem pewarisan kekerabatan Parental yakni menarik garis keturunan dari kedua belah pihak orang tua, baik dari garis bapak maupun ibu.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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