Analisis jaringan distribusi air bersih di waigo Sorong Selatan
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
Kampung Waigo adalah salah satu Kampung di kabupaten sorong selatanprofinsi Papua Barat. Kampong waigo terletak di antara wilayah pesisirpantai dan gunung. Secara koordinat kampung waigo berada pada132°16'50.84" BT dan -1°50'13.26" LS dengan luas wilayah 13,1 km² dansecara administrative terletak di Distrik Wayer, Kabupaten Sorong Selatandengan jarak tempuh ± 28 Km dari Ibu kota sorong selatan ( Teminabuan ). Potensi sumber daya air di kampung waigo yang terlihat adalah terpadu,dan berwawasan lingkungan hidup dengan tujuan mewujudkan kemanfaatansumber daya air yang berkelanjutan, Agar Besarnya jumlah air yangtercatat pada meter air pelanggan , diasumsikan merupakan kemampuanlayanan sistem distribusi air bersih, untuk melihat tingkat kebutuhanpenggunaan air bersih masyarakat.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 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