Utilization of catheterization and revascularization procedures in patients with non-ST segment elevation acute coronary syndrome over the last decade
Bibliographic record
Abstract
The degree to which catheterization and revascularization procedures are utilized in patients with non-ST segment elevation acute coronary syndrome (NSTE-ACS) during hospitalization has broad implications with respect to initial pharmacotherapeutic decisions (upfront therapies), treatment and hospital transfer protocols, guideline recommendations, and allocation of training, material, and financial resources. Analysis of data from multiple trials and registries of patients with NSTE-ACS has the potential to assess more broadly utilization of invasive and revascularization procedures and provide a wide angle or bird's-eye view of the management of such patients, complementing the data obtained from any one trial or registry. We therefore undertook a systematic overview of all large trials and registries of patients with NSTE-ACS conducted over the last decade that were deemed appropriate to provide information on catheterization and revascularization procedures. Although not unexpectedly the percentage of patients with NSTE-ACS managed with cardiac catheterization, percutaneous coronary intervention (PCI), and coronary artery bypass grafting varies in different clinical trials and registries, general findings and trends were still discernable from these studies. During the initial treatment period, the majority of patients were ultimately treated with medical therapy alone (e.g., without revascularization). The percentage of those NSTE-ACS patients undergoing diagnostic cardiac catheterization who were then managed with PCI increased over the last decade and now stands at approximately 50%. Of NSTE-ACS patients who undergo revascularization, the percentage of those patients who are revascularized via PCI similarly increased, and PCI is currently the revascularization procedure utilized in approximately three-fourths of patients undergoing revascularization. The percentages of patients undergoing invasive and revascularization procedures were consistently higher in the U.S. cohorts of study subjects when compared to non-U.S. cohorts of study subjects.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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".