Conventional Off-Pump Coronary Revascularization with Exclusive Bilateral Internal Mammary Arteries Versus Hybrid Coronary Revascularization, 10-Year Results
Bibliographic record
Abstract
Background: Conventional off-pump total arterial revascularization with bilateral internal mammary arteries (BIMA) is known to offer one of the best results for coronary revascularization but with a higher risk for sternal wound complications. On the other hand, hybrid coronary revascularization (HCR) is a safe and less invasive strategy for achieving adequate coronary revascularization. Currently, long-term results of patients who are otherwise fit for surgery but have received hybrid revascularization are lacking. To optimize the choice of revascularization strategy for otherwise surgically fit patients, we decided to compare both strategies in a retrospective fashion. The primary focus of our comparative study is long-term survival and freedom from repeat revascularization.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.000 |
| 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".