Metagenomic and Metabolomic Characterization of Rabies Encephalitis: New Insights into the Treatment of an Ancient Disease
Bibliographic record
Abstract
Rabies virus (RV) infection is a fatal nervous system disorder. We describe a patient who died of rabies despite a neuroprotective intervention. Neuropathology showed neuronal loss with abundant RV antigen, genome, and Negri bodies, accompanied by intense neuroinflammation, including by CD8(+) T lymphocyte infiltrates. Deep sequencing and real-time reverse-transcription polymerase chain reaction revealed RNA encoding a bat RV strain together with inflammatory gene induction. RV-infected brain demonstrated reduced neuronal metabolites with an anaerobic metabolic profile by nuclear magnetic resonance (NMR) spectroscopy. These multiplatform studies highlight the extent of ongoing viral replication coupled with inflammation in treated rabies, indicative of a neurological immune reconstitution inflammatory syndrome.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".