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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

项目摘要

项目成果

相关文献

中文摘要
翻译
临床决策支持工具目前正在给医学领域带来革命性的变化。这些工具帮助临床医生掌握患者患败血症、心脏骤停和癌症等疾病的风险，因此当这些工具不能按预期工作时，结果是
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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