Muscle Characteristics and Fatigue Properties After Spinal Cord Injury
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
Spinal cord injury (SCI) results in a myriad of changes in paralyzed skeletal muscle. Many of these changes stem from the disruption in nerve activation and lead to a loss of muscle mass and the transformation of muscle fiber types to a predominance of type II fast-twitch fibers. Changes to muscle contractile properties are also commonly reported, however, the results are not yet conclusive and appear to vary with the muscle examined. The presence or absence of spasticity also appears to be a significant variable, acting to preserve some muscle characteristics following paralysis. The purpose of this review is to summarize the current literature examining changes in skeletal muscle after SCI, with a particular focus on the effect on fatigue resistance. Mechanisms of fatigue in able-bodied muscle are discussed in the context of their potential to explain the decreased fatigue resistance observed after SCI.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 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 | 0.001 |
| 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