Review: Overlapping and Distinct Mechanisms Regulating IRF-3 and IRF-7 Function
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
Recent molecular, biochemical, and gene disruption studies have demonstrated the essential role of interferon (IFN) regulatory factor-3, (IRF-3) and IRF-7 in the activation of type I IFN gene expression and the induction of the antiviral state. Both transcription factors share structural and functional properties, as well as a common mechanism of activation through C-terminal phosphorylation. The purpose of this review is to summarize recent investigations indicating that similar signalling pathways are likely involved in the activation of IRF-3 and IRF-7. Moreover, unique biochemical events, such as coactivator association and differential recognition of cis-acting elements, also illustrate the capacity of IRF-3 and IRF-7 to selectively regulate type I IFN and IFN-stimulated gene (ISG) expression.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| 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 it