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Updated: May 5, 2026

Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
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用自动机器学习 (AutoML) 来对外围动脉疾病的解剖模式进行分类

Yury Rusinovich1, Volha Rusinovich2, Aliaksei Buhayenka3

  • 1Department of Vascular Surgery, University Hospital Leipzig, Leipzig, Germany.

Vascular
|February 26, 2024
PubMed
概括

自动机器学习 (AutoML) 在分类外围动脉疾病 (PAD) 解剖学模式从血管图表中显示出希望. 这种人工智能模型实现了高准确性,可以改善患者结果预测和重血管化策略.

关键词:
自动机器学习自动化机器学习血管造影 - 血管造影人工智能的人工智能是人工智能.图像的分类图像的分类.周围动脉疾病是什么?顶点 人工智能 人工智能

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Peripheral artery disease (PAD) predominantly results from atherosclerosis, which involves the accumulation of fatty deposits, or plaques, within the walls of arteries. This causes them to narrow and harden, significantly reducing blood flow. PAD predominantly affects the legs, particularly the arteries supplying the thighs and calves. In rare cases, it may involve other arteries, including those in the arms.Etiology of PAD:The principal cause of PAD is atherosclerosis, which results from fatty...
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Peripheral Arterial Disease II: Clinical Manifestations and Diagnostic Evaluation

Clinical manifestationsPeripheral Arterial Disease (PAD) manifests through a range of symptoms, from the characteristic intermittent claudication to atypical presentations and severe complications in advanced stages. Intermittent claudication, a hallmark symptom of PAD, presents as exercise-induced muscle pain that typically resolves within minutes of rest. This pain is reproducible and stems from inadequate blood flow, leading to the accumulation of lactic acid produced during anaerobic...
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Peripheral Artery Disease (PAD) is characterized by narrowed arteries that diminish blood flow to the extremities. Effective management of PAD requires an interprofessional approach involving various healthcare professionals. The critical aspects of interprofessional care for PAD patients focus on risk factor modification, drug therapy, exercise therapy, nutrition therapy, critical limb ischemia care, and interventional radiology and surgical procedures.The primary treatment goal for PAD...
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