An Unusual Autoerotic Fatality Associated With Chloroform Inhalation
Why this work is in the frame
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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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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| 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 | 0.001 |
| 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