Bibliographic record
Abstract
In A Vital Frontier Andrea Muehlebach examines the work of activists across Europe as they organize to preserve water as a commons and public good in the face of privatization. Traversing social, political, legal, and hydrological terrains, Muehlebach situates water as a political fault line at the frontiers of financialization, showing how the seemingly relentless expansion of capital into public utilities is being challenged by an equally relentless and often successful insurgence of political organizing. Drawing on ethnographic research, Muehlebach presents water protests as a vital politics that comprises popular referenda, barricades in the streets, huge demonstrations, the burning of utility bills, and legal disputes over transparency and contracts. As Muehlebach documents, Europe’s water activists articulate their own values of democracy and just price, raising far-reaching political questions about private versus common property and financing, liberal democracy, sovereignty, legality, and collective infrastructural responsibility in the face of financialization and commodification. Muehlebach shows that water-rights activists can successfully resist financial markets by exposing the commodification of water as the theft of life itself.
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.
How this classification was reachedexpand
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 | 0.000 | 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) | 0.003 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".