Immunopathogenesis associated with formaldehyde-inactivated RSV vaccine in preclinical and clinical studies
Bibliographic record
Abstract
INTRODUCTION: Respiratory syncytial virus (RSV) infection is responsible for one-third of deaths of acute lower respiratory infection in children less than one-year-old. The formaldehyde-inactivated RSV vaccine trial conducted in the 1960s predisposed the vaccinees to more serious RSV infection instead of protection. Better understanding of the underlying mechanism is of critical importance for better designing of safe and effective RSV vaccines. Areas covered: PubMed was searched to review immunopathology induced by RSV vaccines. We intend to dissect the differences in clinical and pathological manifestations of enhanced respiratory disease (ERD) in different animal models in comparison with humans. Formaldehyde-inactivated RSV vaccine causes ERD in both humans and animals, while RSV vaccine without formaldehyde treatment could also induce similar disease in animals, suggesting multiple pathways may be involved. Expert commentary: Identification of biomarkers pertinent to clinical evaluation should be further explored for safety assessment of RSV vaccines in human trials.
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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 | 0.004 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.008 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".