Formation of the tRNA<sup>Lys</sup> packaging complex in HIV‐1
Why this work is in the frame
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Bibliographic record
Abstract
Human immunodeficiency virus 1 (HIV-1) uses a host cell tRNA(Lys,3) molecule to prime reverse transcription of the viral RNA genome into double-stranded DNA prior to integration into the host genome. All three human tRNA(Lys) isoacceptors along with human lysyl-tRNA synthetase (LysRS) are selectively packaged into HIV-1. Packaging of LysRS requires the viral Gag polyprotein and incorporation of tRNA(Lys) additionally requires the Gag-Pol precursor. A model that incorporates the known interactions between components of the putative packaging complex is presented. The molecular interactions that direct assembly of the tRNA(Lys)/LysRS packaging complex hold promise for the development of new anti-viral agents.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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