A Multi-Layered GRU Model for COVID-19 Patient Representation and Phenotyping from Large-Scale EHR Data

Author:

Saha Arpita1ORCID,Samaan Maggie1ORCID,Peng Bo1ORCID,Ning Xia1ORCID

Affiliation:

1. The Ohio State University, Columbus, Columbus, USA

Funder

National Library of Medicine

Publisher

ACM

Reference24 articles.

1. Katie S Allen etal 2021. Resource profile: the regenstrief institute covid-19 research data commons (CoRDaCo). medRxiv 2021--12. Katie S Allen et al. 2021. Resource profile: the regenstrief institute covid-19 research data commons (CoRDaCo). medRxiv 2021--12.

2. David A Asch , Md Nazmul Islam , Natalie E Sheils, Yong Chen, Jalpa A Doshi, John Buresh, and Rachel M Werner. 2021 . Patient and hospital factors associated with differences in mortality rates among Black and White US Medicare beneficiaries hospitalized with COVID-19 infection. JAMA network open, 4, 6, e2112842--e2112842. David A Asch, Md Nazmul Islam, Natalie E Sheils, Yong Chen, Jalpa A Doshi, John Buresh, and Rachel M Werner. 2021. Patient and hospital factors associated with differences in mortality rates among Black and White US Medicare beneficiaries hospitalized with COVID-19 infection. JAMA network open, 4, 6, e2112842--e2112842.

3. Generalizable machine learning approach for COVID-19 mortality risk prediction using on-admission clinical and laboratory features

4. Patient Subtyping via Time-Aware LSTM Networks

5. Leo Breiman. 2001. Random forests. Machine learning 45 5--32. Leo Breiman. 2001. Random forests. Machine learning 45 5--32.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3