Generalizability of Reduction of Cardiovascular Events with Icosapent Ethyl-Intervention Trial in patients with a history of coronary artery bypass graft surgery
Bibliographic record
Abstract
PURPOSE OF REVIEW: Following coronary artery bypass grafting (CABG), there remains persistent risk of ischemic events despite secondary prevention strategies, including low-density lipoprotein cholesterol lowering. Although REDUCE-IT recently demonstrated the benefits of icosapent ethyl (IPE) on reducing ischemic events in a broad population of primary and secondary prevention patients, its generalizability to a contemporary CABG population is not known. This article aims to ascertain the proportion of patients with a history of CABG that would be eligible for IPE treatment. RECENT FINDINGS: A review of recent literature highlights the presence of residual ischemic following CABG. Using the Québec Heart Database, a repository of contemporary Canadian cardiac patient information, was searched between 1 January 2006 and 31 December 2016, to ascertain generalizability of IPE. SUMMARY: In a large (N = 12 641), contemporary, Canadian cohort of patients with a history of CABG and currently on statin therapy, 21.9, 33.6 and 26.4% would be eligible for IPE, according to REDUCE-IT, Health Canada, and Food and Drug Administration criteria, respectively. These analyses would support IPE as an adjunct to secondary prevention therapies post-CABG.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.006 | 0.003 |
| Bibliometrics | 0.001 | 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 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".