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Updated: Jan 13, 2026

Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
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用微手术治疗的未破裂内动脉瘤患者的结局集群的预测因素:无监督机器学习分析

Stefan W Koester1, Olga Ciobanu-Caraus1, Anant Naik1

  • 1Department of Neurosurgery, Barrow Neurological Institute, St. Joseph's Hospital and Medical Center, Phoenix, Arizona, USA.

Neurosurgery practice
|January 9, 2026
PubMed
概括

无监督机器学习确定了三组未破裂的内动脉瘤患者的结果. 血管并发症,而不是动脉瘤特征,预测患者亚组分配和潜在的神经不良结果.

关键词:
动脉瘤是一个动脉瘤.数据科学是数据科学.机器学习是机器学习.微手术 微手术是一种微手术.结果的结果.没有监督的模型.

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Aneurysm management involves either conservative medical therapy or surgical intervention, depending on the size and symptoms of the aneurysm. Conservative management is generally reserved for smaller, asymptomatic aneurysms, while larger or symptomatic aneurysms often necessitate surgical repair.Conservative Medical TherapyFor small, asymptomatic aneurysms, particularly abdominal aortic aneurysms (AAA) less than 5.5 centimeters in diameter, conservative medical therapy is recommended. This...
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