Medical cause of compartment syndrome: a fatal case of<i>Clostridium septicum</i>
Bibliographic record
Abstract
A 57-year-old woman with non-Hodgkin's lymphoma presented to the emergency department with febrile neutropaenia. She complained of fever and malaise and had a normal physical examination. Ten hours later, she developed worsening right leg pain that required escalating doses of morphine. Her physical examination remained unremarkable. Owing to the increasing pain in her leg, an x-ray was performed which revealed subcutaneous emphysema. She subsequently developed numbness over her right leg and, then, 21 h after admission the leg became cold and ischaemic. Haemorrhagic bullae and bruising began to form and crepitus was palpated. She was taken to the operating room where debridement was attempted, but the surgeons found deep and extensive tissue necrosis. She was transferred to the intensive care unit for a trial of medical therapy and eventual palliation. The pathology revealed severe myonecrosis secondary to Clostridium septicum. She expired 36 h after presentation.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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".