Epstein-Barr Virus-Associated Acute Interstitial Nephritis: Infection or Immunologic Phenomenon?
Bibliographic record
Abstract
Epstein-Barr virus (EBV) DNA in renal tissue in acute interstitial nephritis (IN) has not been previously reported. An 18-year-old male presented with a sore throat, fever, cervical lymphadenopathy, and oliguric renal failure. The rapid slide test for heterophile antibodies associated with infectious mononucleosis was positive, and a renal biopsy showed an acute interstitial nephritis. A polymerase chain reaction (PCR) assay identified EBV DNA in the renal biopsy. In situ hybridization (ISH) for EBV RNA and immunohistochemistry for latent membrane protein 1 of EBV were negative. Hemodialysis and prednisone 60 mg PO OD were administered and the s-creatinine dropped from 1,224 to 75 micromol/l over 9 days. The identification of EBV DNA in the kidney raises the possibility that direct infection plays a role in acute IN associated with EBV.
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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) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.024 | 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; both teacher heads agree on what is shown here.
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".