VA-ECMO as a salvage strategy for blunt cardiac injury in the context of multisystem trauma
Bibliographic record
Abstract
A 47-year-old man sustained multisystem injuries after being struck by a vehicle travelling at high speeds. Shortly after admission to the emergency department he suffered a ventricular tachycardia/ventricular fibrillation cardiac arrest lasting 30 min. Investigations following return of spontaneous circulation raised suspicion for an anterolateral ST-elevation myocardial infarction. Despite his major traumatic injuries the patient was transferred for percutaneous coronary intervention uncovering a complete thrombosis of the ostium of the left anterior descending artery. Immediately following coronary revascularisation, the patient developed cardiogenic shock resulting in a multidisciplinary decision to place the patient on veno-arterial extracorporeal membrane oxygenation (VA-ECMO). The management of cardiogenic shock due to acute myocardial infarction with VA-ECMO and multiple traumatic injuries were often at odds with each other, resulting in a series of challenging decisions on timing of surgery and anticoagulation. The patient was liberated from VA-ECMO after 72 hours and continues rehabilitation in hospital.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| 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 | 0.000 |
| 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".