Épanchement péricardique idiopathique chez un chien
Bibliographic record
Abstract
Un chien croise labrador âge de neuf ans presente un abattement severe et un ptyalisme. Son examen dinique revele un choc hypovolemique avec suspicion d'hypotension. L'auscultation cardiaque, les radiographies thoraciques, l'echocardiographie et l'analyse cytologique du liquide d'epanchement permettent d'etablir un diagnostic d'epanchement pericardique idiopathique. Le trace electrocardiographique met en evidence une tachycardie paroxystique ventriculaire, relativement rare en cas d'epanchement pericardique idiopathique. Une pericardocentese est realisee pour lever la tamponnade. Un traitement classique de soutien est administre. Le chien presente une recidive fatale un an plus tard. La discussion aborde les outils diagnostiques en voie de developpement ainsi que les differents traitements envisageables.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".