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使用胆结石数据确定恶性瘤风险因素,并比较机器学习方法来预测恶性瘤

Sirin Cetin1, Ayse Ulgen2,3, Ozge Pasin4

  • 1Department of Biostatistics, Faculty of Medicine, Amasya University, Amasya 05100, Türkiye.

Journal of clinical medicine
|September 13, 2025
PubMed
概括

胆结石疾病与恶性瘤风险有关. 先进的机器学习模型,特别是 Tabular Prior-data Fitted Network (TabPFN),有效地识别了恶性瘤的关键预测因素,如年龄,BMI和HRT史.

关键词:
临床见解 临床见解胆结石疾病 胆结石疾病机器学习是机器学习.恶性瘤是一种恶性瘤.预测建模预测建模

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Cholecystitis is inflammation of the gallbladder, most commonly caused by obstruction of the cystic duct. This blockage prevents bile from draining, leading to gallbladder distension, inflammation, and potentially serious complications. This condition may present acutely or chronically and can happen with or without gallstones.EtiologyAbout 95% of cholecystitis cases are calculous, caused by gallstones blocking the cystic duct, leading to bile accumulation and inflammation of the gallbladder...
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