Transfusion-related acute lung injury in the Canadian paediatric population.
Bibliographic record
Abstract
BACKGROUND: The incidence of transfusion-related acute lung injury (TRALI) in adults is approximately one per 5000 transfusions. The Canadian Paediatric Surveillance Program undertook the present study to determine the incidence of TRALI in the paediatric population and to describe the characteristics and outcomes of children with TRALI. METHODS: The present surveillance study was conducted over a three-year period. RESULTS: Four TRALI cases were reported, yielding an incidence rate of 1.8 per 100,000 transfusions. The degree of severity varied: in two patients, only supplemental oxygen was necessary, while the other two required mechanical ventilation. CONCLUSION: TRALI was reported much less often in the present study compared with adult studies; therefore, it needs to be determined whether TRALI occurs less frequently in children, or alternatively, whether TRALI is recognized less often in children. The possibility that neonates who undergo cardiac surgery are at greater risk of TRALI than other patients should be addressed in future studies.
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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 | 0.001 |
| 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".