Investigating Vibration Levels in a Neonatal Transport System
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
The first standardized Neonate Patient Transport System is currently being deployed in the Province of Ontario. The equipment has been designed to meet various transport safety regulations; however, there is concern that this new equipment may result in elevated vibration of the patient. The research presented in this paper is part of our on-going efforts to understand and mitigate vibrations in the Neonate Patient Transport System. Our previous investigations focused strictly on indoor transportation of patients. Moving to actual road transport has presented challenges, due to the many confounding variables including driver behavior and road conditions. We therefore intend to transition to a controlled environment, using an industrial shaker table. This study reports on our efforts to instrument a ground ambulance and patient transport equipment to collect baseline accelerations to be used to drive the shaker table and verify accurate simulation of actual patient transport. Results indicate significant vibrations at low frequencies, resulting from both the underlying vehicle dynamics and the response of the patient transport equipment.
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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