Axon counts of potential nerve transfer donors for peroneal nerve reconstruction
Bibliographic record
Abstract
T he common peroneal nerve (CPN) is the most commonly injured nerve in the lower limb. Injury to the CPN and, more specifically, the deep peroneal nerve (DPN), can lead to permanent weakness or paresis of toe and ankle dorsiflexors. Causes include trauma, dislocation, iatrogenic injury and peripheral nerve lesions (1). Patients experience difficulties with the swing phase of gait. To compensate, patients adopt a high stepping gait to lift the foot higher off the ground. These injuries can be treated nonoperatively using an anklefoot orthotic. It is known that an individual using an ankle-foot orthotic has a significantly lower quality of life in the domains of physical functioning, mental health, vitality, bodily pain and general health perception when compared with a patient without an impairment necessitating the device (2).
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How this classification was reachedexpand
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) | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".