Minimum Standards for Electromyography in Canada: A Statement of the Canadian Society of Clinical Neurophysiologists
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
BACKGROUND: Electromyography (EMG) is a widely used diagnostic technique for disorders of the nervous system. The Canadian Society of Clinical Neurophysiologists (CSCN) promotes the education, evaluation and standards of EMG in Canada. A statement of practice standards was needed to clarify the position of the CSCN on several issues relevant to the practice of EMG. METHODS AND RESULTS: A subcommittee of the CSCN reviewed current patterns of practice and established guidelines for review by the CSCN. The guidelines developed by the subcommittee were reviewed by the CSCN and adopted as recommendations for EMG practice. The subcommittee was charged with formulation of a document for publication. CONCLUSIONS: This document deals with minimum standards for electromyographer education, laboratory operation, equipment and a variety of special circumstances relevant to the practice of EMG. The standards can be adopted by EMG laboratories to guide quality assurance.
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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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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