Fatal Envenomations - Snakes and Other Creatures
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Envenomations by toxic creatures is a global health problem with an annual mortality from snake envenomation of over 125,000 cases. While various snake species bites are the most commonly encountered fatal envenomation, scorpions, spiders and marine creatures can all cause fatalities. Although venomous creatures have specific geographical habitats, the keeping of exotic pets and modern transportation, along with venomous collections in zoos, means that fatal envenomations may be encountered in non-endemic areas. There are a variety of toxins that may be encountered including neurotoxins, proteases, and myotoxins that will result in a variable amount of tissue damage depending upon the species involved and the toxin they carry. The autopsy findings may be relatively nonspecific and a careful search of the skin may be required to identify the envenomation site, along with a consideration of the history and the scene. External and internal damage will vary with the specific toxin. This paper reviews fatal envenomations, the toxinology and likely autopsy findings.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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