A multi-period analysis of a water management arena in the Italian Alps, circa 1951–2007: The territorialisation of environmental concerns
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
Water exploitation is at the centre of current social and environmental sustainability discourses, one form of which is hydropower. Intense damming of rivers and natural basins occurred in nineteenth and twentieth century Europe (and elsewhere). Following Miller and Power's concept of territorialisation and Foucault's notion of visibility, this study sheds light on the water management arena, read through changes in stakeholder objectives and accountabilities. Its focus is on the ‘accounts’ of environmental concerns, from post WWII to the new millennium. The analysis focuses on the case of the Santa Giustina dam in Northern Italy, using archival and oral-history approaches. It is shown how an increasing visibility of environmental concerns translated into a higher degree of ‘territorialisation’ through their itemisation in water quality and quantity parameters. This historical evolution informs policy makers, managers and society in general, about how to address profits and environmental issues regarding current water exploitation.
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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) | 0.000 | 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) | 0.000 | 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