Applying a Random Forest Approach in Predicting Health Status in Patients with Carotid Artery Stenosis 30 Days Post-Stenting

Omar Qureshi, Carlos Mena-Hurtado, Gaëlle Romain, Jacob Cleman, Santiago Callegari, Kim G. Smolderen
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Abstract

Background Approximately 20% of ischemic strokes in the U.S. result from carotid artery stenosis. Carotid artery stenting (CAS) can reduce stroke risk, but variability in post-stenting health outcomes and their predictors are poorly understood. We examined 30-day post-CAS health status and derived its most important clinical predictors.
应用随机森林方法预测颈动脉狭窄患者支架植入术后 30 天的健康状况
背景 美国约有 20% 的缺血性中风是由颈动脉狭窄引起的。颈动脉支架置入术(CAS)可降低中风风险,但人们对支架置入术后健康状况的变化及其预测因素知之甚少。我们研究了 CAS 术后 30 天的健康状况,并得出了其最重要的临床预测因素。
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