Left Atrial Appendage Closure after Ablation for Atrial Fibrillation
Bibliographic record
Abstract
BACKGROUND: Oral anticoagulation is recommended after ablation for atrial fibrillation among patients at high risk for stroke. Left atrial appendage closure is a mechanical alternative to anticoagulation, but data regarding its use after atrial fibrillation ablation are lacking. METHODS: -VASc scale (range, 0 to 9, with higher scores indicating a greater risk of stroke) and who underwent catheter ablation. Patients were randomly assigned in a 1:1 ratio to undergo left atrial appendage closure or receive oral anticoagulation. The primary safety end point, tested for superiority, was non-procedure-related major bleeding or clinically relevant nonmajor bleeding. The primary efficacy end point, tested for noninferiority, was a composite of death from any cause, stroke, or systemic embolism at 36 months. The secondary end point, tested for noninferiority, was major bleeding, including procedure-related bleeding, through 36 months. RESULTS: -VASc score was 3.5±1.3. At 36 months, a primary safety end-point event had occurred in 65 patients (8.5%) in the left atrial appendage closure group (device group) and in 137 patients (18.1%) in the anticoagulation group (P<0.001 for superiority); a primary efficacy end-point event had occurred in 41 patients (5.3%) and 44 patients (5.8%), respectively (P<0.001 for noninferiority); and a secondary end-point event had occurred in 3.9% and 5.0% (P<0.001 for noninferiority). Complications related to the appendage closure device or procedure occurred in 23 patients. CONCLUSIONS: Among patients who underwent catheter-based atrial fibrillation ablation, left atrial appendage closure was associated with a lower risk of non-procedure-related major or clinically relevant nonmajor bleeding than oral anticoagulation and was noninferior to oral anticoagulation with respect to a composite of death from any cause, stroke, or systemic embolism at 36 months. (Funded by Boston Scientific; OPTION ClinicalTrials.gov number, NCT03795298.).
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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 | 0.001 |
| 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) | 0.001 | 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".