Pre-hospital fibrinogen levels in major trauma patients transported by helicopter emergency medical service: determining who might benefit
Bibliographic record
Abstract
Background Low fibrinogen contributes to poor outcomes in patients with traumatic coagulopathy. Upon Emergency Department (ED) arrival, some major trauma patients are coagulopathic, and have low fibrinogen levels, though who is not clear. In helicopter transported trauma patients, who are transfused blood during transport, we seek to identify prehospital clinical variables that are associated with ED hypofibrinogenemia. Methods We conducted a health records review of consecutive helicopter EMS transported patients to two trauma centers who received one or more units of packed red blood cells (pRBCs) during transport. Primary outcome was first ED fibrinogen level which, for statistical analyses, was transformed to a binomial variable (<1.6g/L and > 1.6g/L) based on provincial transfusion thresholds. Direct multivariate logistic regression was used. 65 patients were evaluated for outcomes associations. The independent variables: systolic blood pressure (sBP)<90 with EMS before resuscitation; sBP <90 after crystalloid administration but before pRBCs, sBP<90 after pRBC infusion; shock index (SI); and sBP. Odds ratios and 95% confidence intervals were reported for all significant associations. Results Ongoing sBP<90 after pRBC was a significant predictor of low fibrinogen, p = .03: with 7.4(1.2 – 45.89) times greater odds of fibrinogen < 1.6g/l. This variable also was a significant predictor of INR > 1.5, p = .013. Those with sBP<90 after pRBC had a 17.5(1.8 – 169.2) greater odds of having an INR > 1.5. An ED arrival SI ≥ 1.5 had 8.93(1.9 – 42.6) times greater odds of having fibrinogen < 1.6 g/l than those with an ED SI < 1, p = .006. Compared with ED SI 1 – 1.49 group, those with an EDSI ≥ 1.5 had 6.9 times greater odds of having fibrinogen < 1.6 g/l, p = .02, OR = 6.9(1.3 – 36.1). Outcomes (alive/14-day mortality from hemorrhage or multi-organ failure/ Mortality other causes) for sBP<90 post pRBC were 20/34(58.8%)/7/34(20.5%)/7/34 (20.5%) compared to not persistently hypotensive: 29/31(93.5%)/1/31(3%)/1/31(3%) Implications and lessons learned In major trauma patients transported by helicopter EMS who received prehospital transfusion, persistent hypotension after prehospital blood transfusion and initial ED shock index ≥ 1.5 were both associated with low initial ED fibrinogen levels. Identification of those trauma patients more likely to have low fibrinogen provides earlier opportunity for targeted intervention with fibrinogen replacement.
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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 | 0.000 | 0.003 |
| 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".