2023
DOI: 10.7759/cureus.38794
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Carotid Artery Stenosis: A Look Into the Diagnostic and Management Strategies, and Related Complications

Abstract: Carotid stenosis (CS) is a buildup of atherosclerotic plaque within the artery leading to a wide range of symptoms, from mild symptoms, including blurred vision and confusion, to much more life-threatening presentations, including paralysis due to stroke. The presentation is insidious, with symptoms exhibiting predominantly at severe stenosis; hence the emphasis is placed on the importance of early diagnosis, treatment, and lifestyle modifications. CS is seen undergoing almost the same pathogenesis of any athe… Show more

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Cited by 5 publications
(4 citation statements)
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References 136 publications
(189 reference statements)
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“…A grid search was performed using various combinations of hyperparameters, including n-estimators (100, 200, 300, 400, 500), learning-rate (0.3, 0.1, 0.05), max-features (1, 0.7, 0.5, 0.4, 0.3), subsample (1, 0.5, 0.3), max-samples (1, 0.5, 0.3, 0.2), and bootstrap (True, False). (7). Ensemble Voting Classifier: Based on the fine-tuned estimators (AdaBoost, random forest, gradient boosting, XGBoost) and the other top-performing estimators (SVC, SGD, logistic regression), an ensemble voting classifier was constructed.…”
Section: Applying Traditional Steps Of Manually Generating the Well-p...mentioning
confidence: 99%
See 1 more Smart Citation
“…A grid search was performed using various combinations of hyperparameters, including n-estimators (100, 200, 300, 400, 500), learning-rate (0.3, 0.1, 0.05), max-features (1, 0.7, 0.5, 0.4, 0.3), subsample (1, 0.5, 0.3), max-samples (1, 0.5, 0.3, 0.2), and bootstrap (True, False). (7). Ensemble Voting Classifier: Based on the fine-tuned estimators (AdaBoost, random forest, gradient boosting, XGBoost) and the other top-performing estimators (SVC, SGD, logistic regression), an ensemble voting classifier was constructed.…”
Section: Applying Traditional Steps Of Manually Generating the Well-p...mentioning
confidence: 99%
“…Risk factors for CVD include obesity, hypertension, hyperglycemia, and "high alcohol intake" [4]. Doctors usually diagnose CAD through a combination of physical examination, family history, and diagnostic tests including angiography, a type of contrast X-ray that measures the extent of narrowing of the blood vessels [5][6][7]. Other diagnostic tools include electrocardiography, sonography, and blood testing [4].…”
Section: Introductionmentioning
confidence: 99%
“…However, the condition is heterogeneous in that some patients will remain asymptomatic throughout their disease course, while others will suffer debilitating strokes leading to permanent disability or death [ 1 , 3 ]. Currently, it is challenging to predict the clinical course of patients with CAS [ 4 ]. Although imaging to determine the severity of atherosclerosis may help predict adverse events, it comes with limitations [ 5 , 6 ].…”
Section: Introductionmentioning
confidence: 99%
“…In the last decade, stroke has become the second leading cause of death, second only to coronary heart disease [5,6]. Carotid arteries affection by the atherosclerotic process causes a high risk of ischemic stroke, which is directly proportional to the degree of stenosis.…”
Section: Introductionmentioning
confidence: 99%