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Jul, 2022
超声心动图中人口统计学生物标记的深度学习发现
Deep Learning Discovery of Demographic Biomarkers in Echocardiography
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Grant Duffy, Shoa L. Clarke, Matthew Christensen, Bryan He, Neal Yuan...
TL;DR
本研究使用卷积神经网络进行深度学习,尝试从两个医疗系统的大型超声心动图数据集中预测患者的年龄、种族和性别,并评估影响因素的变化。结果表明,深度学习模型可以较准确地预测年龄和性别,但未能可靠地预测种族。该研究进一步说明了医疗人工智能中存在的偏见和不公平问题。
Abstract
deep learning
has been shown to accurately assess 'hidden' phenotypes and predict biomarkers from
medical imaging
beyond traditional clinician interpretation of
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