MODEL BAK SAMPAH MIKRO LINGKUNGAN DI KELURAHAN KEMBANGAN UTARA
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.041 | 0.011 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".