MODEL BAK SAMPAH MIKRO LINGKUNGAN DI KELURAHAN KEMBANGAN UTARA
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
Seperti halnya pengembangan perkotaan, maka pengembangan kawasan permukiman dan penyediaan prasarana dan sarananya sangat berkaitan dengan kebutuhan lahan (ruang). Penyediaan lahan (ruang) permukiman sebagai bagiandari kawasan skala besar, umumnya juga telah diatur dalam Rencana Tata Ruang Wilayah (Provinsi, Bagian Kota, dan detail tata ruang turunannya). Pengertian tentang permukiman yakni: “Permukiman adalah bagian permukaan bumi yang dihuni manusia meliputi segala sarana dan prasarana yang menunjang kehidupannya yang menjadi satu kesatuan dengan tempat tinggal yang bersangkutan”. Masyarakat yang peduli civitas akademi juga memiliki tanggung jawab moral dalam menangani dan membuat target pencapaian dalam pemecahan masalah sarana dan prasarana tersebut khususnya tentang model bak sampah mikro lingkungan melalui keilmuan dan pengetahuan yang dimiliki.
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 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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