Tracheostomy Practices and Outcomes in Children During Respiratory Extracorporeal Membrane Oxygenation
Bibliographic record
Abstract
OBJECTIVES: Children receiving prolonged extracorporeal membrane oxygenation (ECMO) support may benefit from tracheostomy during ECMO by facilitating rehabilitation; however, the procedure carries risks, especially hemorrhagic complications. Knowledge of tracheostomy practices and outcomes of ECMO-supported children who undergo tracheostomy on ECMO may inform decision-making. DESIGN: Retrospective cohort study. SETTING: ECMO centers contributing to the Extracorporeal Life Support Organization registry. PATIENTS: Children from birth to 18 years who received ECMO support for greater than or equal to 7 days for respiratory failure from January 1, 2015, to December 31, 2019. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Three thousand six hundred eighty-five children received at least 7 days of ECMO support for respiratory failure. The median duration of ECMO support was 13.0 days (interquartile range [IQR], 9.3-19.9 d), and inhospital mortality was 38.7% (1,426/3,685). A tracheostomy was placed during ECMO support in 94/3,685 (2.6%). Of those who received a tracheostomy on ECMO, the procedure was performed at a median 13.2 days (IQR, 6.3-25.9 d) after initiation of ECMO. Surgical site bleeding was documented in 26% of children who received a tracheostomy (12% after tracheostomy placement). Among children who received a tracheostomy, the median duration of ECMO support was 24.2 days (IQR, 13.0-58.7 d); inhospital mortality was 30/94 (32%). Those that received a tracheostomy before 14 days on ECMO were older (median age, 15.8 yr [IQR, 4.7-15.5] vs 11.7 yr [IQR, 11.5-17.3 yr]; p =0.002) and more likely to have been supported on venovenous-ECMO (84% vs 52%; p = 0.001). Twenty-two percent (11/50) of those who received a tracheostomy before 14 days died in the hospital, compared with 19/44 (43%) of those who received a tracheostomy at 14 days or later (p = 0.03). CONCLUSIONS: Tracheostomies during ECMO were uncommon in children. One in four patients who received a tracheostomy on ECMO had surgical site bleeding. Children who had tracheostomies placed after 14 days were younger and had worse outcomes, potentially representing tracheostomy as a "secondary" strategy for prolonged ECMO support.
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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 | 0.002 |
| 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 | 0.001 |
| 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".