Transfusion Related Acute Lung Injury after Iatrogenic Intrabdominal Bleeding: A Case Report
Bibliographic record
Abstract
Many patients need transfusion of blood products for various reasons.Transfusion-related acute lung injury (TRALI) is an important and potentially fatal complication which is the leading cause of transfusion-related deaths.It is a form of acute non-cardiogenic pulmonary edema.It can be diagnosed according to the National Heart Lung and Blood Institute (NHLBI) Working Group or the Canadian Consensus Conference criteria.Diagnosis requires an acute onset of hypoxemia with a ratio of partial pressure of arterial oxygen to fractional inspired oxygen concentration (PaO2/FiO2) less than 300 mmHg or oxygen saturation of ≤90% in room air associated with bilateral infiltrates on frontal chest radiograph in the absence of signs of circulatory overload.Herein, we present a 59-year-old male case with iatrogenic intraabdominal bleeding due to paracentesis who developed TRALI following fresh frozen plasma transfusion.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".