Human Parechovirus 3 Meningitis and Fatal Leukoencephalopathy
Bibliographic record
Abstract
Human parechovirus 3 (HPeV3) is a picornavirus associated with neurologic disease in neonates. Human parechovirus 3 infection of preterm and term infants is associated with seizures and destructive periventricular white matter lesions. Despite unremarkable cerebrospinal fluid (CSF), HPeV3 RNA can be amplified from CSF and nasopharyngeal and rectal swabs. We report pathologic findings in 2 autopsy cases of infants with active HPeV3 infection. Both children were born approximately 1 month premature and were neurologically intact but, after a few weeks, developed seizures and radiologic evidence of white matter lesions. Neuropathologic examination demonstrated classic severe periventricular leukomalacia in the absence of an immune response. Human parechovirus 3 sequences were identified in RNA extracted from CSF, sera, and tissues. Human parechovirus 3 in situ hybridization detection of infected cells was limited to meninges and associated blood vessels in addition to smooth muscle of pulmonary vessels. Ultrastructural evaluation of meninges demonstrated dense core structures compatible with picornavirus virions. These findings suggest that encephalopathic changes are secondary to infection of meninges and potential compromise of vascular perfusion. Thus, parechovirus infection of vascular smooth muscle may be a more general pathogenic process.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".