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
Salah satu sarana pertahanan yang berasal dari masa kolonial di Jawa adalah benteng-benteng Belanda, yang beberapa di antaranya masih dapat disaksikan bekas-bekasnya hingga kini. Keberadaan benteng-benteng tersebut menyiratkan adanya konflik antara kelompok-kelompok masyarakat di Nusantara melawan kolonial, yang memaksa pihak kolonial untuk mendirikan berbagai sarana pertahanan guna menangkal upaya perjuangan rakyat tersebut. Di antara sejumlah bekas benteng Belanda di Jawa, salah satu yang masih dapat disaksikan adalah sebuah benteng yang terdapat di Jepara. Benteng yang dikenal dengan sebutan Benteng VOC atau Benteng Kompeni ini terletak di wilayah Dusun Ujung Batu, Desa Ujung Batu, Kecamatan Jepara, Kabupaten Jepara, Propinsi Jawa Tengah. Tepatnya benteng tersebut terletak di puncak sebuah bukit yang menghadap ke Laut Jawa.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.018 | 0.006 |
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