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
Perencanaan yang ideal dan berkelanjutan masih menjadi harapan seluruh manusia. Tahapan perencanaan ruang di Indonesia sudah diatur dalam Undang-undang Nomer 26 Tahun 2007 tentang Penataan Ruang (cq. Undang-undang Cipta Kerja Nomor 11 Tahun 2020). Meskipun telah diatur secara undang-undang namun disharmoni perencanaan ruang masih terjadi di Indonesia sampai saat ini. Berbagai kebijakan dan regulasi dalam penyelenggaran perencanaan ruang telah ditetapkan. Namun demikian, di era disrupsi adaptasi perencanaan dengan pendekatan teknologi informasi perlu dilakukan, guna memperkecil ketidakpastian. Rekomendasi pelengkapan, penambahan, perbaikan standar teknis penyelenggaraan perencanaan ruang telah disajikan dalam naskah ini. Urgensi dari usulan ini adalah terciptanya suatu efisiensi dan efektivitas pembangunan sebagai implementasi dari rencana tata ruang di setiap levelnya dapat terwujud.
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 | 0.001 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 it