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A simulation-based evaluation of machine learning models for clinical decision support: application and analysis using hospital readmission

机译：基于模拟的临床决策机器学习模型评估支持：应用与分析医院入院

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摘要

Predictive metrics for the four models.

机译：四种模型的预测度量。

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期刊名称 NPJ Digital Medicine
作者
Velibor V. Mišić; Kumar Rajaram; Eilon Gabel;
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作者单位

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年(卷),期 2021(-1),-1
年度 2021
页码 -1
总页数 11
原文格式 PDF
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关键词

机译：卫生政策;统计;卫生服务;

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1. Machine learning for clinical decision support in infectious diseases: a narrative review of current applications [J] . Clinical microbiology and infection: European Society of Clinical Microbiology and Infectious Diseases . 2020,第5期

机译：传染病临床决策支持的机器学习：目前申请的叙事综述
2. Evaluation of three machine learning models for self-referral decision support on low back pain in primary care [J] . Nijeweme-dHollosy Wendy Oude, van Velsen Lex, Poel Mannes, International journal of medical informatics . 2018,第FEBa期

机译：三种机器学习模型对初级保健中腰痛自我推荐决策支持的评估
3. Evaluation of a machine learning capability for a clinical decision support system to enhance antimicrobial stewardship programs [J] . Beaudoin Mathieu, Kabanza Froduald, Nault Vincent, Artificial intelligence in medicine . 2016,第Mara期

机译：对用于增强抗菌素管理计划的临床决策支持系统的机器学习能力的评估
4. Machine Learning-based Risk of Hospital Readmissions: Predicting Acute Readmissions within 30 Days of Discharge [C] . Mirza Mansoor Baig, Ning Hua, Edmond Zhang, Annual International Conference of the IEEE Engineering in Medicine and Biology Society . 2019

机译：基于机器学习的住院再入院风险：预测出院后30天内的急性再入院
5. A Clinical Decision Support System for the Identification of Potential Hospital Readmission Patients [D] . Baechle, Christopher. 2017

机译：用于确定潜在住院患者的临床决策支持系统
6. A hierarchical expert-guided machine learning framework for clinical decision support systems: an application to traumatic brain injury prognostication [O] . Negar Farzaneh, Craig A. Williamson, Jonathan Gryak, 2021

机译：用于临床决策支持系统的分层专家引导机器学习框架：一种创伤性脑损伤预后的应用
7. Corrigendum to ‘machine learning for clinical decision support in infectious diseases: a narrative review of current applications’ clinical microbiology and infection (2020) 584–595 [O] . N. Peiffer-Smadja, T.M. Rawson, R. Ahmad, 2020

机译：传染病临床决策支持的勘探：目前申请临床微生物学和感染的叙事综述（2020）584-595

A simulation-based evaluation of machine learning models for clinical decision support: application and analysis using hospital readmission

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