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在日本健康检查数据集中的视网膜底部图像中预测代谢综合征的多任务深度学习

Tohru Itoh1, Koichi Nishitsuka1,2, Yasufumi Fukuma1

  • 1Advanced Photonics Technology Development Group, RIKEN Center for Advanced Photonics, Wako, Saitama, Japan.

PloS one
|August 21, 2025
PubMed
概括

深度学习模型现在可以从视网膜底部图像中预测代谢综合征 (METS). 这种非侵入性方法使用专门的数据增强和多任务学习来提高健康检查的准确性.

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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...
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