Penyediaan Air Bersih pada Kawasan Rawan Air Bersih di Pesisir Utara Lamongan
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
<div>Permukiman di pesisir Utara Kabupaten Lamongan merupakan salah satu kawasan rawan air bersih yang ada di Jawa Timur.Selama ini, distribusi air bersih dilakukan melalui sambungan rumah yang diperoleh dari PDAM dan HIPPAM, namun pelayanan yang didapatkan ini masih sangat minim dan jauh dibawah standar pelayanan minimum air bersih. Penelitian ini bertujuan untuk merumuskanarahan penyediaan air bersih pada kawasan rawan air di permukiman pesisir Utara Lamongan.Metode yang digunakan yaitu analisis statistik deskriptif untuk mengidentifikasi kebutuhan dan cakupan pelayanan air bersih, analisis regresi spasial dengan GWR (Geographically Weighted Regresion)untuk menentukan faktor-faktor yang berpengaruh dalam penyediaan air bersih dan analisis deskriptif untuk merumuskan arahan penyediaan air bersih di pesisir Utara Lamongan</div>
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 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.007 |
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