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
Alcohol is a common factor in many deaths. Chronic alcoholics may die suddenly from trauma, intoxication, and from preexisting disease. In many cases, there is no obvious cause of death in chronic alcoholics following initial postmortem examination. Determining the cause of death in chronic alcoholics can be challenging. Such deaths in chronic alcoholics may be due to a number of mechanisms, including alcoholic ketoacidosis and disorders of cardiac rhythm. Alcoholic ketoacidosis has been recognized as a cause of death since the 1990s. It can be diagnosed by postmortem analysis of ketone bodies, including acetone and β-hydroxybutyrate. It has been recognized clinically that patients with alcoholic liver disease have prolongation of the QT interval and a risk of sudden death. This paper reviews sudden natural deaths in chronic alcoholics, discussing pathological processes and mechanisms of death, especially where the cause of death is not obvious on initial autopsy.
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 | 0.001 | 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 | 0.001 |
| 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