Abstract 11597: Characterization of Epinephrine Use During Extracorporeal Cardiopulmonary Resuscitation
Bibliographic record
Abstract
Introduction: Guidelines recommend dosing Epinephrine (Epi) at regular intervals during pediatric cardiac arrest, including patients requiring extracorporeal membrane oxygenation (ECMO). The impact of Epi-induced vasoconstriction on systemic afterload and veno-arterial ECMO support is poorly understood. Hypothesis: Higher total dose of Epi and shorter interval between Epi dose and ECMO flow during cardiac arrest will increase systemic afterload and interfere with ECMO support. Methods: This is an ancillary study to a single-center, retrospective observational study of patients 0-18 years old who required ECMO cannulation during resuscitation over a six-year period. Patients were excluded if ECMO was initiated prior to arrest or if the resuscitation record was incomplete. The primary exposure was time from last dose of Epi to initiation of ECMO flows; secondary exposures included cumulative Epi dose delivered and indexed to arrest time. Mean arterial pressure (MAP) and systemic vasodilator therapy were used as surrogates for systemic afterload; ECMO pump speed and vasoactive-inotrope score (VIS) were used as measures of ECMO support. Results: A total 92 events in 87 patients analyzed. The patient cohort was 53% female with median (IQR) age of 122 (30-478) days, weight 4.4 (3.3 - 8.7) kg, and 43% single ventricle physiology. On average, Epi was given 7 (4 - 10) times during a 35 (27 - 44) min arrest, for a total dose of 65 (37 - 101) mcg/kg; the last dose was given 6 (2 -16) min prior to the initiation of ECMO flows. In the 6 hours following initiation of ECMO, MAP increased from 42 (36 - 56) mmHg to 57 (47 - 70) mmHg, (p<0.0001). Shorter interval between last Epi dose and ECMO initiation trended with higher MAP after 1 hour of support (estimate -0.43, p=0.06) and associated with increased of vasodilators within 6 hours of ECMO (vasodilators used (1 - 6) vs not used 9 (3 - 16) min, p=0.05). No other associations were found between Epi delivery, MAP, vasodilator use, pump speed or VIS. Conclusion: There is limited evidence to support that regular dosing of Epi throughout a cardiac arrest is associated with clinically significant increases in afterload after ECMO cannulation. Additional studies are needed to validate findings against ECMO flows and clinically relevant outcomes.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".