The Effect of Pulse Configuration on the Compound Muscle Action Potentials (Cmaps) During Magnetic Stimulation
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Bibliographic record
Abstract
Magnetic stimulation has proven to be effective in diagnostics and treatment in many clinical applications. In these applications, two types of pulse configurations are utilized: bi-phasic and mono-phasic. The former is mostly applied to nerves with high thresholds of depolarization or lying deep within tissue structures, while the latter is used to excite peripheral nerves. In this paper, the results of applying bi-phasic and mono-phasic pulses and their influences on the compound muscle action potentials (CMAPs) are discussed. The experimental variables are: coil current rate of change (di/dt), coil type (Figure 8 and circular coils), and coil current direction.
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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 | 0.000 |
| 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 it