The treatment of bleeding is to stop the bleeding! Treatment of trauma‐related hemorrhage
Bibliographic record
Abstract
BACKGROUND: The secret with any alternative to transfusion is to minimize the need for transfusion in the first place. This can be done by reducing the volume of blood loss. The volume of blood being lost can be reduced by direct methods where possible (i.e., hemostasis at the point of bleeding), or by improving the coagulation profile of the patient, thereby improving the extrinsic coagulation. Recombinant activated factor VII (rFVIIa) offers theoretical possibilities of improving the coagulation profile. STUDY DESIGN AND METHODS: The efficacy and safety of rFVIIa for the treatment of bleeding in patients with severe blunt and penetrating trauma has been investigated in two double-blind, placebo-controlled studies within a single trial-one on patients with blunt injury and the other in similar patients with penetrating injury. RESULTS: In patients with blunt trauma alive at 48 hours, treatment with rFVIIa effected a significant reduction in the primary endpoint of 48-hour red blood cell (RBC) transfusion requirement (p = 0.02), and the safety of the dosing regimen was established. Similar trends were observed in patients with penetrating injuries. Across both studies and treatment arms, the 48-hour mortality rate ranged from 16 to 19 percent. In the blunt trauma study, this equated to 13 patients from each arm who died before the benefits of treatment could be adequately assessed. Analysis of data for the 117 blunt trauma patients who survived at least 48 hours after receiving study treatment shows that, in addition to reducing RBC requirement, rFVIIa significantly reduced the need for massive transfusion over 48 hours (>20 RBC units) (relative risk reduction of 56% [95% confidence interval: 9%-79%]; p = 0.03), and the fresh-frozen plasma (p = 0.036), platelet (p = 0.023), and cryoprecipitate (p = 0.053) requirements within 48 hours, and was associated with a significant reduction in the 30-day risk of acute respiratory distress syndrome (ARDS) (p = 0.05) and multiple organ failure and/or ARDS (p = 0.05). CONCLUSION: Treatment with adjunctive rFVIIa significantly reduces transfusion requirements in the 48 hours after severe injury and these procoagulant effects may improve clinical outcome at 30 days.
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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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".