Bibliographic record
Abstract
Depuis quelques annees, une augmentation de l'incidence de l'ichtyose cutanee, trouble hereditaire de la corneogenese caracterise par l'accumulation de squames, est observee chez le golden retriever. La pathogenie et la caracterisation des genes impliques sont en cours de recherche. Les signes cliniques sont des squames brun-gris adherents au pelage, une peau hyperpigmentee, plissee, avec un aspect rugueux. L'evolution de la maladie est cyclique. A l'examen histopathologique, une hyperkeratose est presente, a la surface de l'epiderme et dans les infundibula. Le traitement est symptomatique et adapte a l'extension des lesions. Lors d'ichtyose cutanee etendue avec des repercussions sur la vie de l'animal (pyodermite recidivante, prurit), des retinoides de synthese peuvent etre prescrits.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".