Neoliberal Water Management: Trends, Limitations, Reformulations
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
The impact of neoliberal policy reform on water management has been a topic of significant debate since the mid-1980s. On one side, a number of organizations have generated an abundant literature in support of neoliberal reforms to solve a range of water governance challenges. To improve water efficiency, allocation, and management, supporters have advocated the introduction and/or strengthening of market mechanisms, private sector ownership and operation, and business-like administration. Other individuals and groups have responded critically to the prescribed reforms, which rarely delivered the predicted results or became fully actualized. This article endeavors to articulate the varying sets of claims, to analyze the trends, to test them against their forecasted benefits, and to examine certain prominent proposals for reforming the reforms. The water sector experience with neoliberalization reveals several sets of contradictions within the neoliberal program, and these are discussed in the final section of the article.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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