Antiplatelet Therapy in Acute Coronary Syndrome and Atrial Fibrillation: Aspirin
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
Platelets play a critical role in the pathophysiology of acute coronary syndrome and thromboembolic complications associated with atrial fibrillation. Despite the development of newer and more potent antiplatelet agents, aspirin remains the cornerstone of antithrombotic therapy. Clinical trials conducted over the past decades have clearly established the safety and efficacy of aspirin therapy for the acute treatment and secondary prevention of acute myocardial infarction, ischemic stroke, and vascular death among patients at high risk for cardiovascular events. Although the absolute benefit of aspirin for primary prevention is lower than seen in secondary prevention trials, it is nevertheless an accepted preventive. This chapter provides a comprehensive overview of the clinical utility of aspirin in the setting of acute coronary syndrome and atrial fibrillation.
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) | 0.004 | 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 | 0.001 | 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