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
Several shocking instances of a sudden slaughter of innocent civilians by U.S. military personnel during past years have made the expression “going berserk” a common media and household term. Historically viewed, Berserkers were Norse warriors who battled, often naked, in an uncontrollable, trance-like bestial fury first mentioned in Haraldskvaedi, a late 9th century skaldic poem. “Baresark” may refer to a thin shirt made from a bear pelt. The combatants possibly ingested the stimulant-hallucinogen muscarine, a natural ingredient of some mushrooms, which causes a loss of inhibitions similar to the result of alcohol in vulnerable individuals. Today, berserk behavior is considered on the boundary between heroism and insanity. But substance dependence remains important. From 2000 to 2006, half of the homicides in Australia involved alcohol consumption (Australian Institute of Criminology, 2009), a statistic mirrored by data from the U.S. and Canada.
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it