Airway Management Strategies for Brain-injured Patients Meeting Standard Criteria to Consider Extubation. A Prospective Cohort Study
Bibliographic record
Abstract
RATIONALE: Patients with acute brain injury are frequently capable of breathing spontaneously with minimal ventilatory support despite persistent neurological impairment. OBJECTIVES: We sought to describe factors associated with extubation timing, success, and primary tracheostomy in these patients. METHODS: We conducted a prospective multicenter observational cohort study in three academic hospitals in Toronto, Canada. Consecutive brain-injured adults receiving mechanical ventilation for at least 24 hours in three intensive care units were screened by study personnel daily for extubation consideration criteria. We monitored all patients until hospital discharge and used logistic regression models to examine associations with extubation failure and delayed extubation. MEASUREMENTS AND MAIN RESULTS: Of 192 patients included, 152 (79%) were extubated and 40 (21%) received a tracheostomy without an extubation attempt. The rate of extubation failure within 72 hours was 32 of 152 (21%), which did not vary significantly between those extubated before (early; 6 of 37; 16.2%), within 24 hours (timely; 14 of 70; 20.0%), or more than 24 hours after meeting criteria to consider extubation (delayed; 12 of 45; 26.7%; P = 0.49). Delayed extubation was associated with lower a Glasgow Coma Scale (GCS) score at the time of consideration of extubation, absence of cough, and new positive sputum cultures. Factors independently associated with successful extubation were presence of cough (odds ratio [OR], 3.60; 95% confidence interval [CI], 1.42-9.09), fluid balance in prior 24 hours (OR, 0.75 per 1-L increase; 95% CI, 0.57-0.98), and age (OR, 0.97 per 10-yr increase; 95% CI, 0.95-0.99). A higher GCS score was not associated with successful extubation. CONCLUSIONS: Extubation success was predicted by younger age, presence of cough, and negative fluid balance, rather than GCS score at extubation. These results do not support prolonging intubation solely for low GCS score in brain-injured patients.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 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".