An Unusual Autoerotic Fatality Associated With Chloroform Inhalation
Bibliographic record
Abstract
We report the death of a young male attributed to chloroform poisoning during autoerotic asphyxia. He was found lying on the floor of his apartment, prone on a piece of foam and a towel. His eyes were bound with a towel, his lower face and nose were almost entirely covered with duct tape surrounding a rubber hose in his mouth. The other end of the hose was loosely sitting inside an open bottle which was in a box beside him. He was bound-up by an intricate system of ropes, handles, and rods, ending with a noose around his neck. Toxicology testing indicated chloroform concentrations of 18.1 mg/L in femoral blood and 1.5 mg/L in urine. Chloroform was measured by headspace gas chromatography with flame-ionization detection using 1,1,1-trichloroethane as the internal standard. The cause of death was recorded as "chloroform toxicity" with "autoerotic asphyxia" as a contributing factor, and the manner of death was "accidental".
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| 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".