Harmonisasi Peraturan Perundang-undangan di Bidang Penanggulangan Bencana
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
The Disaster Management Act was set forth to reduce the risk of looming disaster and to relieve the aftermath of an already-happened one. Since this Act relates with the other laws that govern natural resources, overlap and disharmony often arise. Therefore, synchronisation of this Act with sectoral laws is needed. Undang-undang Penanggulangan Bencana disahkan untuk mengurangi risiko terjadinya bencana serta memitigasi dampak bencana yang telah terjadi. Karena undangundang ini berkaitan erat dengan peraturan perundang-undangan lain yang mengatur sumber daya alam, tumpang tindih dan ketidakselarasan terjadi. Oleh karena itu, harmonisasi antara Undang-undang Penanggulangan Bencana dengan undangundang sektoral diperlukan.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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