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Updated: Jul 20, 2026

Studying Diabetes Through the Eyes of a Fish: Microdissection, Visualization, and Analysis of the Adult tgfli:EGFP Zebrafish Retinal Vasculature
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Studying Diabetes Through the Eyes of a Fish: Microdissection, Visualization, and Analysis of the Adult tgfli:EGFP Zebrafish Retinal Vasculature

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基于机器学习和可解释模型的糖尿病视网膜病变风险因素的预测和分析

Xu Wang1, Weijie Wang1, Huiling Ren1

  • 1Institute of Medical Information/Medical Library, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.

Heliyon
|May 3, 2024
PubMed
概括

这项研究开发了一种机器学习模型,用于预测糖尿病视网膜病变风险,识别早期检测和预防的血糖和功能等关键因素.

关键词:
在 CatBoost 中使用 CatBoost.糖尿病视网膜病变 - 糖尿病视网膜病变机器学习是机器学习.预测模型的预测模型.这就是 SHAP SHAP 的意思.

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Diabetic Retinopathy01:27

Diabetic Retinopathy

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...