Bibliographic record
Abstract
Ophtalmologie diagnostiqueHistory and clinical signs A n 8-year-old dalmatian dog was examined by the oph- thalmology service at the Western College of Veterinary Medicine (Saskatoon, Saskatchewan).This dog presented for evaluation of an enlarged, painful, red right eye.Treatment before referral included a topical tobramycin antibiotic ointment (Tobrex 0.3%; Novartis Canada, Dorval, Quebec) for 1 wk, then a topical neomycin/polymyxin B/dexamethasone eye drop (Maxitrol; Novartis Canada) for 1 wk; however, worsening clinical signs were noted.The menace response and dazzle reflex were absent in the right eye.The pupil was dilated at rest in the right eye, the direct pupillary light reflex was absent in the right eye, and the consensual pupillary light reflex was absent in the left eye.The palpebral and oculocephalic reflexes were normal bilaterally.Schirmer tear test (Schirmer Tear Test Strips; Alcon Canada, Mississauga, Ontario) values were 18 and 21 mm/min in the right and left eyes, respectively.Intraocular pressures were estimated with a rebound tonometer (Tonovet; Tiolat, Helsinki, Finland) and were 60 and 12 mmHg in the right and left eyes, respectively.Fluorescein staining (Fluorets; Bausch & Lomb Canada, Markham, Ontario) of the cornea was negative bilaterally.On direct examination, right eye abnormalities included moderate buphthalmos, marked scleral congestion, mild diffuse corneal edema, a deep anterior chamber, a dorsolateral lens subluxation, and a ventral aphakic crescent.Following application of 0.5% tropicamide (applied to the left eye only) (Mydriacyl; Alcon Canada, Mississauga, Ontario), examination of both eyes using a transilluminator (Welch Allyn Finoff Transilluminator; Welch Allyn, Mississauga, Canada) and handheld biomicroscope (Kowa SL-17 Portable Slit Lamp; Kowa Co, Tokyo, Japan) revealed no further abnormalities.Indirect ophthalmoscopic (Heine Omega 500; Heine Instruments Canada, Kitchener, Ontario) examination was completed and revealed vitreous degeneration, retinal vascular attenuation, tapetal hyperreflectivity, and optic nerve atrophy and cupping in the right eye.No abnormalities were noted in the left eye.Gonioscopy was performed in the left eye and revealed pectinate ligament dysplasia of the iridocorneal angle.A photograph of the right eye at presentation is provided for your assessment (Figure 1).
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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 | 0.003 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.132 | 0.058 |
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".