Cholesterol and cardiac arrhythmias
Bibliographic record
Abstract
Cardiac arrhythmias are a leading cause of morbidity and mortality in the Western world. Ventricular arrhythmias are reportedly responsible for the majority of sudden cardiac deaths and atrial fibrillation is responsible for 15% of all strokes in the USA. Recent evidence suggests a role for cholesterol in the development of these arrhythmias. In addition to its association with atherosclerotic plaques, high cholesterol has been shown to cause changes in membrane properties, including the function of hormone receptors, ion channels and pumps. These effects are mediated through direct interactions between cholesterol and the membrane proteins, through changes in membrane fluidity and/or an association with lipid rafts. Cholesterol-lowering therapy, therefore, may prove an effective method for the treatment of cardiac arrhythmias. Statins, a class of cholesterol-lowering drugs, have been frequently shown to protect against ventricular arrhythmias and atrial fibrillation. Some of this protection may stem from their cholesterol-lowering activities.
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.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.010 | 0.011 |
| 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 | 0.001 | 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".