High Translation Efficiency Is Mediated by the Encephalomyocarditis Virus Internal Ribosomal Entry Sites if the Natural Sequence Surrounding the Eleventh AUG Is Retained
Why this work is in the frame
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Bibliographic record
Abstract
Internal ribosomal entry sites (IRES) allow cap-independent translation and are sequences that are often used in gene therapy for strategies in which several genes need to be expressed. In this study, two different sequences of encephalomyocarditis virus (EMCV) IRES were compared for their translation efficiency in the context of retroviral vectors. When the sequence surrounding the 11th AUG of the IRES was conserved (IRESg), the translation efficiency was significantly higher than if the AUG of the downstream gene started with the 11th AUG of the IRES (IRESb). The translation efficiency with IRESg was influenced by the cell type and also by the nature of the transgene.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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