CRISPR-Cas9-mediated exon skipping as a cardioprotective strategy in Duchenne muscular dystrophy
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
Duchenne muscular dystrophy (DMD) is a debilitating and fatal genetic disease characterized by systemic muscle breakdown affecting both skeletal and cardiac muscle.1 Typically, skeletal muscles are affected first in early childhood, leading to a loss of ambulatory ability by the early teens. As the disease progresses, the cardiac muscles become increasingly affected leading to DMD-related cardiomyopathy and eventual death, with most patients living until their mid to late twenties. Given its well-characterized genetic pathogenesis, numerous precision therapies have been explored as potential treatments for DMD, and both exon skipping therapy and microdystrophin therapy have been granted FDA approval in recent years.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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