Molecular Mechanisms of Respiratory Syncytial Virus Pathogenesis
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Respiratory syncytial virus (RSV) is one of the leading causes of infant hospitalization and mortality worldwide. RSV pathogenesis is a result of various virus-host interactions. While significant work has been done to elucidate mechanisms of RSV pathogenesis at a systemic level from the host perspective, here we examine how RSV pathogenesis occurs on a molecular level. While each RSV protein plays an essential role in establishing and advancing disease, each one also executes multifaceted strategies for evasion of host detection. In this review, we outline how each component of the RSV replication cycle works to co-opt host cell proteins and modulate host immune responses during entry, transcription, replication, translation, assembly, and egress. We examine the latest literature regarding RSV protein function and discuss outstanding questions in the field.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.007 | 0.003 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 it