Characterization of frequency-dependent responses of sensory nerve function to repetitive vibration
Bibliographic record
Abstract
The frequency-dependent effects of repeated vibration exposures on peripheral nerve function and biology were characterized. Male Sprague-Dawley rats were used and were maintained in an AALAC-accredited vivarium under a 12:12 LD cycle with food and water available ad libitum. Fiber functions were assessed using transcutaneous electrical stimulation at 3 different frequencies. Changes in gene expression were measured in the ventral tail nerve and DRG using total rat genome arrays to identify candidate genes and changes were verified using quantitative PCR. The results show no significant changes in the CPTs at 250 or Hz. Between days 1 and 9, there is a significant decrease in the 2000 Hz CPT in rats exposed to vibration at all frequencies. nerves from rats exposed to vibration at 250 Hz displayed a significant reduction in myelin thickness and an increase in the area stained for albumin.
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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 | 0.001 |
| 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".