Zinc finger proteins in the host-virus interplay: multifaceted functions based on their nucleic acid-binding property
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
Zinc finger proteins (ZFPs) are a huge family comprised of massive, structurally diverse proteins characterized by zinc ion coordinating. They engage in the host-virus interplay in-depth and occupy a significant portion of the host antiviral arsenal. Nucleic acid-binding is the basic property of certain ZFPs, which draws increasing attention due to their immense influence on viral infections. ZFPs exert multiple roles on the viral replications and host cell transcription profiles by recognizing viral genomes and host mRNAs. Their roles could be either antiviral or proviral and were separately discussed. Our review covers the recent research progress and provides a comprehensive understanding of ZFPs in antiviral immunity based on their DNA/RNA binding property.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.019 |
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