Fractional Flow Reserve–Guided Versus Angiography-Guided Coronary Artery Bypass Graft Surgery
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Fractional flow reserve (FFR) is well established for patients undergoing percutaneous coronary intervention, yet little is known about candidates for coronary artery bypass graft surgery. METHODS AND RESULTS: From 2006 to 2010, we retrospectively included in this registry 627 consecutive patients treated by coronary artery bypass graft surgery having at least 1 angiographically intermediate stenosis. In 429 patients, coronary artery bypass graft surgery was based solely on angiography (angiography-guided group). In 198 patients, at least 1 intermediate stenosis was grafted with an FFR ≤0.80 or deferred with an FFR >0.80 (FFR-guided group). The end point was major adverse cardiovascular events at 3 years, defined as the composite of overall death, myocardial infarction, and target vessel revascularization. The rate of angiographic multivessel disease was similar in the angiography-guided and FFR-guided groups (404 [94.2%] versus 186 [93.9%]; P=0.722). In the FFR-guided group, this was significantly downgraded after FFR measurements to 86.4% (P<0.001 versus before FFR) and was associated with a smaller number of anastomoses (3 [2-3] versus 3 [2-4]; P<0.001) and rate of on-pump surgery (49% versus 69%; P<0.001). At 3 years, major adverse cardiovascular events were not different between the angiography-guided and FFR-guided groups (12% versus 11%; hazard ratio, 1.030; 95% confidence interval, 0.627-1.692; P=0.908). However, the FFR-guided group compared with the angiography-guided group presented a significantly lower rate of angina (Canadian Cardiovascular Society class II-IV, 31% versus 47%; P<0.001). CONCLUSIONS: FFR-guided coronary artery bypass graft surgery was associated with a lower number of graft anastomoses and a lower rate of on-pump surgery compared with angiography-guided coronary artery bypass graft surgery. This did not result in a higher event rate during up to 36 months of follow-up and was associated with a lower rate of angina.
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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 | 0.001 |
| 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) | 0.003 | 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