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Decaying Relevance of Clinical Data Towards Future Decisions in Data-Driven Inpatient Clinical Order Sets

机译：数据驱动型住院患者临床订单集中临床数据对未来决策的相关性下降

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摘要

ObjectiveDetermine how varying longitudinal historical training data can impact prediction of future clinical decisions. Estimate the “decay rate” of clinical data source relevance.

机译：目的确定变化的纵向历史训练数据如何影响未来临床决策的预测。估计临床数据源相关性的“衰减率”。

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期刊名称 other
作者
Jonathan H Chen; Muthuraman Alagappan; Mary K Goldstein; Steven M Asch; Russ B Altman;
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作者单位

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年(卷),期 -1(102),-1
年度 -1
页码 71–79
总页数 25
原文格式 PDF
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关键词
Electronic Health Records Data Mining Collaborative Filtering Practice Variability Prediction Models;

机译：电子病历;数据挖掘;协作过滤;实践差异;预测模型;

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专利

1. Decaying relevance of clinical data towards future decisions in data-driven inpatient clinical order sets [J] . Chen Jonathan H., Alagappan Muthuraman, Goldstein Mary K., International journal of medical informatics . 2017,第JUNa期

机译：临床数据与数据驱动的住院患者临床订单集中未来决策的相关性下降
2. Clinical decision support of radiotherapy treatment planning: A data-driven machine learning strategy for patient-specific dosimetric decision making [J] . Gilmer Valdes, Charles B. Simone, Josephine Chen, Radiotherapy and oncology: Journal of the European Society for Therapeutic Radiology and Oncology . 2017,第3期

机译：放射疗法治疗规划的临床决策支持：专用患者专用剂量决策的数据驱动机器学习策略
3. Data-driven translational prostate cancer research: from biomarker discovery to clinical decision [J] . Yuxin Lin, Xiaojun Zhao, Zhijun Miao, Journal of Translational Medicine . 2020,第1期

机译：数据驱动的翻译前列腺癌研究：从生物标志物发现到临床决策
4. Data Mining Session-Based Patient Reported Outcomes (PROs) in a Mental Health Setting: Toward Data-Driven Clinical Decision Support and Personalized Treatment [C] . Bennett Casey, Doub Thomas, Bragg April, 2011 First IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology . 2011

机译：在精神健康环境中基于数据挖掘会话的患者报告结果（PRO）：寻求数据驱动的临床决策支持和个性化治疗
5. Machine Learning Frameworks for Data-Driven Personalized Clinical Decision Support and the Clinical Impact [D] . Lee, Changhee. 2021

机译：用于数据驱动个性化临床决策支持的机器学习框架和临床影响
6. Data-driven translational prostate cancer research: from biomarker discovery to clinical decision [O] . Yuxin Lin, Xiaojun Zhao, Zhijun Miao, 2020

机译：数据驱动的转化性前列腺癌研究：从生物标志物发现到临床决策
7. Clinical decision support of radiotherapy treatment planning: A data-driven machine learning strategy for patient-specific dosimetric decision making [O] . Gilmer Valdes, Charles B. Simone, Josephine Chen, 2017

机译：放射疗法治疗规划的临床决策支持：患者特定于患者专用剂量决策的数据驱动机器学习策略

Decaying Relevance of Clinical Data Towards Future Decisions in Data-Driven Inpatient Clinical Order Sets

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