Conflicts Associated with Exempt Wells: A Spaghetti Western Water War
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: The saga over exempt wells in the western United States and Canada epitomizes a new type of water conflict – a spaghetti‐western water war. The political melodrama stars local governments to serve as sheriff of water‐supply planning duties. Exempt wells number in the millions, and herding the growing numbers is testing the mettle of the states and provinces responsible for the management, allocation, and protection of natural resources. The separation of laws governing ground water and surface water, coupled with changes in geography and geology within a jurisdiction, compound the administrative riddle and give rise to a broad spectrum of conflicts, from differing interpretations of hydrogeologic data, economic impacts associated with increasing the herd, to differing identities associated with the use of ground water from the exempt wells. Despite the political melodrama of exempt wells, there is room and willingness for other trails and paths to keep the herd intact. This paper describes the different breeds of conflicts associated with exempt wells and gives examples of how the mysterious stranger of collaborative decision making processes and water governance systems can ride into town and lead to successful water management and conflict resolution.
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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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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