Assessing the regulatory model for water supply in Jakarta
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
Abstract This article assesses the regulatory model for urban water supply services in Jakarta, the capital of Indonesia. Water supply services have been privately operated there since February 1998 after two companies—Thames PAM Jaya (TPJ), operating in Eastern Jakarta, and PAM Lyonnaise Jaya (PALYJA), operating in Western Jakarta—signed 25‐years concession contracts with the state‐owned Jakarta City Water Company (PAM Jaya). An independent regulatory body, the Jakarta Water Supply Regulatory Body (JWSRB) was established in 2001. The article compares the regulatory system in Jakarta with the French and English approaches to water regulation. It then assesses this regulatory system from the perspective of customers in order to assess how well customer protection, a central purpose of regulation, is being performed. The article concludes that although the essential regulatory mechanisms and activities are operating in Jakarta, the key regulatory role of customer protection is not being performed because customers do not perceive that they receive an acceptable level of water supply services. Copyright © 2008 John Wiley & Sons, Ltd.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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