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Improving transferability of clinical decision support systems: estimating bounds for dataset-specific generalization error and rescuing performance with transfer learning

Improving transferability of clinical decision support systems: estimating bounds for dataset-specific generalization error and rescuing performance with transfer learning
提高临床决策支持系统的可转移性：估计数据集特定泛化错误的界限并通过转移学习挽救性能
批准号：
404164
负责人：
Erdman Lauren
金额：
$7.65万
依托单位：
Hospital for Sick Children (Toronto)
依托单位国家：
加拿大
项目类别：
Studentship Programs
财政年份：
2018
资助国家：
加拿大
项目状态：
已结题
起止时间：
2018-10-01 至 2021-10-01
来源：
https://webapps.cihr-irsc.gc.ca/decisions/p/project_details.html?applId=404164&lang=en
关键词：
Clinical Decision Support Clinical Predictive Systems Machine Learning Transfer Learning

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中文摘要
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英文摘要
Clinical decision support tools are currently revolutionizing the field of medicine. These tools help clinicians stay on top of their patients' risk for things like sepsis, cardiac arrest, and cancer so when these tools don't work as expected, the results
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