Néphropathie tubulo-interstitielle associée à l'indinavir
Bibliographic record
Abstract
L'indinavir, utilisé pour le traitement de l'infection au VIH, forme des cristaux caractéristiques dans l'urine. La cristallurie a été associée principalement à des anomalies de l'appareil urinaire qui peuvent nécessiter l'arrêt du médicament. Nous présentons un cas de leucocyturie et d'insuffisance rénale progressives survenues durant le traitement à l'indinavir qui illustre de façon frappante les effets tubulo-interstitiels de la cristallurie. Indinavir, used for the treatment of HIV disease, forms distinctive crystals in the urine. The crystalluria has been associated principally with several urinary tract abnormalities which may require discontinuation of the drug. We present a case of progressive leucocyturia and renal impairment occurring during indinavir treatment which illustrates vividly the impact of the crystalluria on the tubulointerstitial renal compartment.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".