Pilot randomized study comparing two techniques of airway anaesthesia during curvilinear probe endobronchial ultrasound bronchoscopy (CP‐EBUS)
Bibliographic record
Abstract
BACKGROUND AND OBJECTIVE: This study evaluates two different techniques for topically anaesthetizing the airway with lidocaine during curvilinear probe endobronchial ultrasound bronchoscopy (CP-EBUS): standard injection through the working channel and spray catheter application. METHODS: This was a randomized, non-blinded, single-centre pilot study. Patients with plans for CP-EBUS under moderate sedation were enrolled. All patients received nebulized lidocaine followed by posterior oropharyngeal lidocaine via atomizer and a cotton ball swab using McGill forceps. Patients were then randomly assigned to lidocaine administration using spray catheter instillation or direct application through the working channel. Lidocaine was administered in a uniform fashion by a single investigator throughout the study. The primary end-point was the number of significant coughing episodes in the first 30 min of bronchoscopy. Other end-points included lidocaine and intravenous sedation medication dosage; severe coughing session; and number of transbronchial needle aspirations. RESULTS: Forty patients were included in the study: 20 patients in each group. The median numbers of coughing episodes in the first 30 min were 1 (spray catheter group) and 2 (standard injection group) (P < 0.004). Six patients in the standard installation group experienced severe coughing sessions, while there was none in the spray catheter group (P = 0.02). There were no statistical differences between the groups in the dosage of lidocaine or intravenous sedation medications used. There were a greater number of transbronchial needle aspirations performed in the spray catheter group (P = 0.008). CONCLUSIONS: Lidocaine delivery via the spray catheter reduced the number of significant coughing episodes compared with standard working channel injection during CP-EBUS. Larger studies are needed to confirm these exploratory findings.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".