Bibliographic record
Abstract
QUESTION: Is carotid endarterectomy (CEA) an effective and safe treatment for the prevention of stroke among patients with >60% internal carotid artery stenosis who had no neurologic symptoms in the previous 6 months. POPULATION: Men and women with severe (>60%) unilateral or bilateral carotid artery stenosis not associated with neurologic symptoms in the past 6 months, where both doctor and patient were uncertain whether to choose or to defer immediate CEA. DESIGN AND METHODS: During 1993-2003, 3120 asymptomatic patients with >60% carotid stenosis were randomized equally to immediate CEA versus indefinite deferral of CEA, and were followed for up to 5 years. The primary end point was risk of stroke or death at 5 years. Analysis was by intention to treat. The treatment of patients with antiplatelet agents, antihypertensive and lipid-lowering therapies was left to the discretion of the clinician. RESULTS: Among patients randomized to immediate CEA (50% had CEA by 1 month, 88% by 1 year) versus deferred, the incidence of stroke or death at 5 years was 6.4% versus 11.8% (95% CI: 3.0-7.7, p < 0.0001); 3.5% versus 6.1% for fatal or disabling strokes (95% CI: 0.8-4.3, p = 0.004), and 2.1% versus 4.2% for fatal strokes (95% CI: 0.6-3.6, p = 0.006). The perioperative stroke incidence was marginally higher in the delayed group versus the immediate group (4.5% versus 2.8%) and overall the risk per CEA of perioperative stroke or death was 3.1%. After excluding the perioperative events from the analysis, the 5-year stroke risks were 3.8% versus 11% (95% CI: 5.0-9.4], p < 0.0001). Surgery primarily prevented carotid territory ischemic strokes (2.7% vs 9.5%; gain 6.8% [4.8-8.8], p < 0.0001). The impact of immediate surgery was consistent in all age groups, among men and women, and across the spectrum of carotid stenosis (i.e. 70%, 80% and 90% carotid stenosis). CONCLUSION: In asymptomatic patients younger than 75 years of age with carotid stenosis of 70% or more on ultrasound, immediate CEA reduces the 5-year incidence of stroke and death.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.189 | 0.097 |
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 source (direct Gemma or distilled Codex), 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".