A Comparison of a New Indicator-Guided with a Conventional Wire-Guided Percutaneous Cricothyroidotomy Device in Mannequins
Bibliographic record
Abstract
BACKGROUND: Percutaneous cricothyroidotomy may be a life-saving procedure in cannot intubate-cannot ventilate situations. In this study we compared the insertion times of a new indicator-guided cricothyroidotomy device and a wire-guided device in mannequins. METHODS: This study was a crossover trial comparing the insertion times and success rates of an indicator-guided tube-over-needle device and a wire-guided cricothyroidotomy device in a mannequin. After an audiovisual training session, 64 anesthesiologists performed five cricothyroidotomies with each of the two devices. Successful insertion was defined as insertion of a device into the correct anatomic location. The insertion times and success rates between the two techniques for the five attempts were compared using repeated measures ANOVA, paired t-test, and chi(2) analyses. RESULTS: Insertion times were faster (32.6 +/- 14.9 s vs 42.3 +/- 12.5 s, P < 0.001) while success rates were similar (95% vs 93.1%) with the indicator-guided device when compared with the wire-guided device. For both devices, performance improved with repeated attempts. Four insertion attempts (1.3%) were positioned anterior or posterior to the trachea lumen with the indicator-guided device compared to none with the wire-guided device (P = 0.12) Subjectively, more participants chose to use the wire-guided than the indicator-guided device (59% vs 31%, P < 0.001) in a clinical emergency situation. CONCLUSION: In a mannequin model, cricothyroidotomy insertion times were faster for the indicator-guided technique than for the wire-guided technique, but success rates were similar. Subjectively, more participants chose to use the wire-guided device in a clinical emergency situation.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.001 | 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".