Bibliographic record
Abstract
This is the case report of a 13 year old Quarter Horse mare who presented for severe neurologic signs including laryngeal paralysis, obtundation, left-sided facial paralysis, right-sided head tilt, and ataxia. CSF analysis, necropsy, histopathology, rabies and arbovirus assays were performed with a resulting diagnosis of west nile virus (WNV). This case is an atypical presentation of WNV in that more of the signs are localized to the cerebral cortex and brainstem. WNV pathogenesis and specifically neuropathogenesis are of interest to researchers since many horses exposed to the virus do not succumb to neurologic disease. Analyzing the systemic conditions that lead to virus entry into the central nervous system as well as the role of the blood brain barrier and immune system in the neuropathogenesis of WNV are discussed in this report. The variability in the neuroanatomic localization of lesions and severity of the neurologic deficits suggests neuropathogenesis varies in the individual.
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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) | 0.001 | 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".