Prophylactic fibrinogen administration during complex congenital cardiac surgery leading to thrombosis of a patient’s brachial artery and the cardiopulmonary bypass circuit: a case report
Why this work is in the frame
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Bibliographic record
Abstract
Cardiac surgery represents one of the largest consumers of blood products due to the level of blood loss in these patients. As such, there is considerable interest in hemostatic therapies for this patient population. A hemostatic agent that has recently garnered interest is fibrinogen. The conversion of fibrinogen to fibrin by activated thrombin results in clot formation, leading to hemostasis. Currently, a number of studies are underway to evaluate the efficacy of fibrinogen concentrate in cardiac surgery patients. While potentially beneficial in hemostasis for cardiac patients, the current case report provides evidence of the importance of timing in the administration of this product.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 it