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
Statins are widely prescribed cholesterol lowering agents that exert their effects by inhibiting 3-hydroxy-3methylglutaryl co-enzyme A reductase. With their modulatory effects on the atherogenic lipid profile, the role of statin therapy is expanding amidst the growing obesity epidemic. The cholesterol lowering effects of statin therapy remains central in the long term management of coronary artery disease and cerebrovascular disease. While statin therapy is used commonly to target elevated LDL cholesterol, there is emerging evidence supporting its role during acute coronary syndromes and stroke. Clinical research into plaque histology, vulnerable high risk plaques and plaque rupture has improved our insight into the pathophysiology of these acute vascular events. Non lipid lowering effects of statin, the so called pleitrophic effects, have become the focal point of investigation. This review discusses recent experimental and clinical evidence supporting the role of statin in perioperative medicine.
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) | 0.004 | 0.001 |
| 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