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Updated: May 11, 2026

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应用可解释的机器学习算法来预测中国2型糖尿病患者的大血管病变风险

Ningjie Zhang1, Yan Wang2, Hui Zhang3,4,5

  • 1Department of Blood Transfusion, The Second Xiangya Hospital, Central South University, Changsha, China.

Scientific reports
|May 12, 2025
PubMed
概括

这项研究开发了一种机器学习模型,用于预测2型糖尿病 (T2DM) 的中国患者的糖尿病大血管病变. 该模型准确地识别高风险个体,有助于早期诊断心血管疾病.

关键词:
机器学习方法 机器学习方法宏血管病变是一种宏血管病变.预测模型的预测模型.风险因素 风险因素 风险因素这就是T2DM.

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Diabetic Retinopathy01:27

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DefinitionDiabetic retinopathy is a microvascular complication of diabetes affecting the retinal blood vessels.Risk FactorsDiabetic retinopathy is present in almost all individuals with type 1 diabetes and more than 60% of those with type 2 diabetes after two decades of disease.The risk increases with poor glycemic control, hypertension, dyslipidemia, smoking, pregnancy, and puberty.Although cataracts and glaucoma are also more frequent in people with diabetes, retinopathy remains the leading...