Dislocation of Internal Organs of the Neck and Trunk Into Crush Injuries of the Head
Bibliographic record
Abstract
The authors report on a case of a 43-year-old male pedestrian struck and run over by a truck. The accident was accompanied by a mechanism of injury resulting in a unique autopsy picture of trunk and head injuries. The internal organs of the neck (larynx, trachea, esophagus), chest (lungs, thoracic aorta), and part of the abdominal cavity (bottom of the stomach and fragments of the liver) were dislocated in the direction of the head. The result was a traumatically deformed, crushed skull characterized by an extensive gaping wound with excerebration. The organs were dislocated through a channel formed by the rupture of soft tissues and comminuted fracture of the base of the skull. Parts of internal organs (larynx, trachea, and aorta) were turned 180° around the transverse axis of the body. This report, due to its unusual character, may be useful during detailed analysis of potential injury mechanisms in traffic accidents involving pedestrians.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| 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".