Dynamic Feedback Coupling of Continuous Hydrologic and Socio-Economic Model Components of the Upper Thames River Basin
Bibliographic record
Abstract
BALB/c female mice were administered several compounds, including 4-ethylsulfonylnaphthalene-1-sulfonamide, acetazolamide, and oxamide, in the diet for six weeks. Fresh urine samples were analyzed three times per week for pH, osmolality, micro-crystals, and protein; and a histopathological evaluation was made of the urothelium at the end of the six weeks test. Incidences of hyperplasia, nodular hyperplasia, vacuolization, ulceration and acute inflammation of the bladder urothelium appeared to be related to the osmolality of the urine and the micro-crystalluria experienced by the mice. Correlation coefficients between lesions and urinary osmolality or crystals were -0.69 (p less than 0.0001) and 0.31 (p less than 0.03), respectively, at the 5% significance level.
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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 | 0.000 | 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) | 0.000 | 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".