Incaprettamento: An Unusual Homicide by Ligature Strangulation
Bibliographic record
Abstract
This case study regards the murder of a Tunisian national residing in a small town in southern Italy who was murdered by fellow Tunisian citizen, also living in Italy. The victim was found hogtied and hanged by a cord that was suspended from an iron staff situated between two concrete electrical poles. This method of killing is known as "incaprettemento". It is an unusual type of strangulation whereby a rope is passed around the victim’s wrists, ankles, and throat causing suffocation. This results in a very slow and painful death. Typically, it is a method employed by Italian organized crime groups, but it has also been used in the execution of war crimes. This means of killing is meant to impart a particularly degrading and humiliating revenge on the victim. It may also serve as sign of intimidation and a warning to others. There is very little written about incaprettamento in the literature, but it has, nonetheless, important psychological, anthropological, and cultural implications in the field of criminology. The perpetrator underwent psychodiagnostic evaluations, and was ultimately deemed fit to stand trial.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| 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".