Constatations cliniques et prise en charge de la papillopathie diabétique : Rapport de cas
Bibliographic record
Abstract
La papillopathie diabétique est une manifestation oculaire rare du diabète qui est associée à une diminution rapide de l’hémoglobine A1c. La présenta-tion typique de cette condition a tendance à être asymptomatique avec une pression intracrânienne normale. Ce rapport de cas décrit un homme de 64 ans de race blanche qui s’est présenté avec une papillopathie diabétique. Comme il s’agit d’un diagnostic d’exclusion, l’imagerie par résonance mag-nétique, la venographie par résonance magnétique et la ponction lombaire doivent être effectuées pour exclure d’autres causes possibles d’œdème papillaire, y compris l’ischémie, l’infection, l’inflammation, l’infiltration, l’augmentation de la pression intracrânienne en raison de lésions occupant de l’espace et l’hypertension intracrânienne idiopathique.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".