Case study of transfusion related acute lung injury in intensive care unit
Bibliographic record
Abstract
Transfusion is a common method of treatment of haemorrhagic events of patients treated in the Intensive Care Unit (ICU). Nonetheless, it involves various dangers, in many cases fatal, such as transfusion related acute lung injury (TRALI). This article refers to the case encountered during our traineeship in the ICU. It is about a 47-year-old man, who was transported to us from another tertiary acute care facility intubated due to diabetic coma. After 39 days of treatment in the ICU, the acute diabetes mellitus, the hemodynamic instability and the electrolyte disorders were regulated. However, he started to have diffuse haemorrhagic events due to intestinal necrosis and required transfusion of blood factors. After the transfusion of Platelets (PLT) he developed Acute Respiratory Distress Syndrome (ARDS), which evolved to TRALI and finally the death of the patient occurred.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".