Persistence of myosin heavy chain-based fiber types in innervated but silenced rat fast muscle
Bibliographic record
Abstract
Myosin heavy chain (MHC) profile and size of fibers in deep and superficial regions of the adult rat medial gastrocnemius (MG) were determined after 4, 15, 30, and 60 days of inactivity induced by spinal cord isolation (SI). After 4 days, fiber size decreased by 33 to 50% and 36 to 46% in deep and superficial regions, whereas MHC composition was unaffected. By 15 days, these values were 45 to 78% and 51 to 69%, and MHC composition was shifting toward faster isoforms. By 60 days, there were no pure type I MHC fibers and increases from 1 to 18% and 78 to 93% in pure type IIb fibers in deep and superficial regions. The percentage of type I MHC (gel electrophoresis) was?10 and ?3%, and of type IIb ?40 and ?60% in control and 60-day SI rats. Thus, adaptations in the MHC molecule occurred at a slower rate and for a longer duration than the atrophic response.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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 | 0.000 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".