SISTEM PENYALURAN AIR LIMBAH DOMESTIK SKALA KOMUNAL DENGAN MENGGUNAKAN SIMPLIFIED SEWERAGE DAN SMALLBORE SEWER
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
Tujuan dari penulisan ini adalah merencanakan pengembangan Sistem Penyaluran Air Limbah (SPAL) dan Instalasi Pengolahan Air Limbah (IPAL) skala komunal untuk seluruh wilayah Perumahan Singhasari Residence, Kabupaten Malang dan dilakukan pembagian wilayah pengembangan yang dibagi dalam 3 zona pelayanan, yakni wilayah pelayanan I, II dan III. Hasil kajian aspek teknis, diperoleh debit air limbah yang masuk ke pengembangan IPAL eksisting sebesar 0,027 m3/det. Sedangkan debit yang masuk pada unit IPAL wilayah I adalah 0,017 m3/det. Pada rencana pengelolaan SPAL dan IPAL komunal berbasis masyarakat akan sulit untuk dilaksanakan karena rumah yang berada di Perumahan Singhasari Residence berstatus rata-rata sebagai rumah kedua milik warga. Berdasarkan hasil analisa diperoleh biaya OM untuk wilayah I adalah Rp 5000/m3. Sedangkan biaya OM untuk pengembangan SPAL IPAL eksisting adalah Rp 3500/m3.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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