State of the Art Imaging Review of Blunt and Penetrating Cardiac Trauma
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Traumatic cardiovascular injuries are only second to the central nervous system injuries as a cause of death in young adult population. Multidetector computed tomography is the gold standard diagnostic modality in patients with blunt or penetrating chest trauma and clinical suspicion of cardiac injury. The imaging spectrum of cardiac injuries includes but not limits to pericardial rupture, myocardial contusions, valve rupture, coronary artery injuries, cardiac herniations, and cardiac tamponade. In this review article, we discuss clinical presentation, types, and mechanism of cardiac trauma with emphasis on the imaging findings and illustrations in blunt, penetrating traumatic, and iatrogenic cardiac injuries.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| 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 it