When medicine transforms art
Bibliographic record
Abstract
A 40-year-old female with a history of type 1 diabetes mellitus and solitary pancreas transplant, presented with pancreatic graft rejection 1-year post-transplant. Incidentally, a 1.1 cm right lower lobe cavity was identified during her workup. Given the augmentation of immunosuppression, voriconazole was empirically started for possible invasive pulmonary aspergillosis. As the patient was a painter, this resulted in a significant change in the colors of her paintings. Ultimately, she was diagnosed with pulmonary coccidioidomycosis and her visual disturbances resolved after the voriconazole was changed to fluconazole. Voriconazole causes visual disturbances in 20%-30% of the patients most commonly phototopsias; dyschromatopsias typically involving the tritan axis have also been reported. This case illustrates well the potential impact of voriconazole on spectral sensitivity and color perception.
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.041 | 0.012 |
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".