A Critical Review of Public-Public Partnerships in Water Services
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
"There is a profusion of literature on the commercialisation of water services around the world, but relatively little of this research speaks of alternatives to privatisation. The literature that does exist tends to be scattered in its regional and thematic orientation and inconsistent in its analytical frameworks. The writing on public-public partnerships (PUPs) is arguably the best known and most rigorous of this literature, but even this is relatively thin, with a tendency to uncritically celebrate PUP initiatives and to gloss over ambiguous conceptual frameworks. This paper provides a critical review of the PUPs literature, in part to reveal some of these problematic trends, but ultimately in an effort to advance our understanding and practice of public alternatives in \nthe water sector (and beyond). Specifically, it analyses the different partnership arrangements available, discusses the advantages and critiques of the PUP model in both theoretical and practical terms, and considers the recent emergence of Water Operator Partnerships (WOPs)."
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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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