Hoary Alyssum (<i>Berteroa incana</i>)
Bibliographic record
Abstract
This chapter presents the traditional categories of overview, etiology/pathophysiology, signalment/history, clinical features, key differential diagnosis, diagnostics, and therapeutics of hoary alyssum toxicology in equine. Hoary alyssum is a weed that grows well in climates with cold winters and hot, dry summers. It grows in sandy, gravelly, and disturbed soil along roads, ditches, trails and vacant lots as well as pastures and hayfields in the northeastern and north central United States and Canada. Not all horses will develop clinical signs; it depends on the specific horse, amount ingested, concentration of toxin, and other factors. The chapter presents a wealth of color photographs to aid in plant identification. It is an indispensable reference for veterinary clinicians and students dealing with equine medicine, as well as for anyone seeking concise and comprehensive information about equine toxicology.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".