Bibliographic record
Abstract
The fundamental function of all North American systems of death investigation is to determine cause and manner of death. Modern teaching emphasizes the need to consider all investigative aspects including careful evaluation of the scene and circumstances, history, physical examination of the body, and ancillary laboratory studies, prior to death certification. This integrative approach to forensic pathology differs from an autopsy-focused practice whose function is to produce "anatomic" cause of death statements. Some individuals die under suspicious circumstances and, despite thorough autopsy, have no anatomic cause of death. In Miami-Dade County, when the preponderance of evidence and investigative data suggest homicide despite the absence of an identifiable cause of death, "homicide by unspecified means" has been used as a summative cause of death statement. The records of the Miami-Dade County Medical Examiner Department were searched for this diagnosis, identifying 18 such cases between 1990 and 2004. The characteristics of these cases are discussed. Guidelines for the use of this diagnostic label are provided.
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How this classification was reachedexpand
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 | 0.000 |
| 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 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".