Why this work is in the frame
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Bibliographic record
Abstract
Detainees may be subjected to torture and extra-judicial execution by State actors and terrorists. But, the pathology of torture has not been well-described. This is due to the lack of autopsies performed on victims of torture, mostly due to the disposal of the bodies of the victims by their torturers. On this basis, the cause of death of detainees subjected to torture is often a matter of speculation or remains obscure. This paper provides an overview of the pathology of torture based on the authour's experience with the autopsies of torture victims. At autopsy, many different types of inflicted injuries may be observed, often ranging in severity. However, three recurrent patterns of trauma that are the hallmarks of torture were recognized by the authour: (1) blunt impact trauma characterized by bruises, patterned injuries, and internal injuries; (2) electrical and thermal injuries; and (3) injuries from stress positions that occur from prolonged suspension. The most under-recognized form of fatal torture are the complications of stress positions related to suspension of the victim's body by the upper, or lower extremities. For example, prolonged suspension by reverse hanging (suspension of the victim's body by the wrists or forearms with the arms extended backward at the shoulder joint) can cause over-stretching and necrosis of the muscles of the shoulder, resulting in fatal myoglobinuric renal failure. It is essential that autopsies be performed on all detainees who die in custody, to determine if torture played a role in death. Furthermore, the true nature of the injuries sustained often remains obscure unless a musculocutaneous dissection is performed. Specifically, dissection of the back, limbs and the soles of the feet, as well as the shoulders and knees is essential to determine if specific forms of torture have been applied. This is especially true for fatal complications of stress positions. Seeking the truth about the medical consequences of fatal torture will raise awareness about torture-related injuries, assist in rehabilitation of torture survivors, and strengthen forensic humanitarian action.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.008 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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