Evaluation and Simulation of a Large Scale Pilot Water Farm Project in South Florida
Bibliographic record
Abstract
South Florida, U.S.A. is in the midst of enormous change driven by steady population growth. At the same time the citrus industry has been struggling to contain outbreaks of citrus greening which threaten an important industry in the region. To add to this complexity, the re-plumbing of the Everglades ecosystem, which aims to redirect the flow of surface and groundwater to more natural patterns, is underway. Currently, flow out of Lake Okeechobee is shunted mostly eastward or westward through massive flood control canals. On the east side of Lake Okeechobee water is directed down the C-44 (St. Lucie) canal towards the Atlantic Ocean. These large pulse releases of freshwater can wreak havoc in the St. Lucie Estuary as flora and fauna can be shocked by the near-instantaneous change in salinity due to the large releases as well as by the impacts of nutrients carried in the flows.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".