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Updated: Jun 26, 2026

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集成机器学习和深度学习用于预测糖尿病病模型的构建,验证和解释性

Junjie Ma1, Shaoguang An1, Mohan Cao1

  • 1Department of Clinical Medicine, Bengbu Medical University, Bengbu, China.

Endocrine
|February 23, 2024
PubMed
概括

这项研究开发了一种用于早期糖尿病病 (DN) 诊断的机器学习模型. 随机森林模型表现出卓越的预测性能,有助于临床查.

关键词:
临床预测模型的临床预测模型.糖尿病脏病 糖尿病脏病可以解释性 解释性机器学习是机器学习.

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Diabetic Nephropathy01:28

Diabetic Nephropathy

Definition Diabetic nephropathy is a chronic kidney complication that results from prolonged hyperglycemia.Prevalence It is the most common cause of chronic kidney disease (CKD) and end-stage renal disease (ESRD) worldwide, affecting up to half of individuals with diabetes.Pathophysiology • Sustained hyperglycemia triggers multiple hemodynamic and metabolic changes in the kidney. • Early in the disease, increased renal blood flow and glomerular hyperfiltration occur due to afferent arteriolar...