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Developing machine learning models for prediction of mortality in the medical intensive care unit 期刊论文
发表期刊: COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE. 出版年: 2022, 卷号: 216
作者:  Nistal-Nuno, Beatriz
收藏  |  浏览/下载：26/0  |  提交时间：2022/03/17
Bayesian network  Medical intensive care unit  Receiver operating characteristic curve  Mortality  Calibration  
OASIS plus : leveraging machine learning to improve the prognostic accuracy of OASIS severity score for predicting in-hospital mortality 期刊论文
发表期刊: BMC MEDICAL INFORMATICS AND DECISION MAKING. 出版年: 2021, 卷号: 21, 期号: 1
作者:  El-Manzalawy, Yasser;  Abbas, Mostafa;  Hoaglund, Ian;  Cerna, Alvaro Ulloa;  Morland, Thomas B.;  Haggerty, Christopher M.;  Hall, Eric S.;  Fornwalt, Brandon K.
收藏  |  浏览/下载：3/0  |  提交时间：2021/07/30
In-hospital mortality prediction  Point-based severity scores  Critical care outcomes  Supervised machine learning  
Comparing the predictive values of five scales for 4-year all-cause mortality in critically ill elderly patients with sepsis 期刊论文
发表期刊: ANNALS OF PALLIATIVE MEDICINE. 出版年: 2021, 卷号: 10, 期号: 3, 页码: 2387-2397
作者:  Jia, Linpei;  Hao, Lixiao;  Li, Xiaoxia;  Jia, Rufu;  Zhang, Hong-Liang
收藏  |  浏览/下载：15/0  |  提交时间：2021/07/30
Sepsis  elderly  the Simplified Acute Physiology Score II (SAPS II)  long-term prognosis  intensive care unit (ICU)  
Machine Learning Prediction Models for Mechanically Ventilated Patients: Analyses of the MIMIC-III Database 期刊论文
发表期刊: FRONTIERS IN MEDICINE. 出版年: 2021, 卷号: 8
作者:  Zhu, Yibing;  Zhang, Jin;  Wang, Guowei;  Yao, Renqi;  Ren, Chao;  Chen, Ge;  Jin, Xin;  Guo, Junyang;  Liu, Shi;  Zheng, Hua;  Chen, Yan;  Guo, Qianqian;  Li, Lin;  Du, Bin;  Xi, Xiuming;  Li, Wei;  Huang, Huibin;  Li, Yang;  Yu, Qian
收藏  |  浏览/下载：10/0  |  提交时间：2021/11/19
prediction model  machine learning  mechanical ventilation  intensive care unit  death  
基于MIMIC-Ⅲ公共数据库评价六种重症评分对呼吸重症监护患者ICU死亡风险的预测价值 期刊论文
发表期刊: 中国呼吸与危重监护杂志. 出版年: 2021, 卷号: 20, 期号: 3, 页码: 1671-6205
作者:  邹琳琳;  胡忠;  王进;  王洋
收藏  |  浏览/下载：20/0  |  提交时间：2021/11/19
Scoring system  Pulmonary disease/physiopothology  Critical/illness  Simplified Acute Physiology Score  Oxford Acute Severity of Illness Score  Logistic Organ Dysfunction System  Acute Physiology Score  Systemic Inflammatory Response Syndrome  Sequential Organ Failure Assessment  
Hypothermia in a Japanese subtropical climate: Retrospective validation study of severity score and mortality prediction 期刊论文
发表期刊: JOURNAL OF GENERAL AND FAMILY MEDICINE. 出版年: 2020, 卷号: 21, 期号: 4, 页码: 134-139
作者:  Ishimaru, Naoto;  Kinami, Saori;  Shimokawa, Toshio;  Seto, Hiroyuki;  Kanzawa, Yohei
收藏  |  浏览/下载：3/0  |  提交时间：2021/01/08
clinical prediction rules  Japanese  
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or curation 期刊论文
发表期刊: SCIENTIFIC REPORTS. 出版年: 2020, 卷号: 10, 期号: 1
作者:  Deasy, Jacob;  Lio, Pietro;  Ercole, Ari
收藏  |  浏览/下载：2/0  |  提交时间：2021/07/30
Admission diagnosis and mortality risk prediction in a contemporary cardiac intensive care unit population 期刊论文
发表期刊: AMERICAN HEART JOURNAL. 出版年: 2020, 卷号: 224, 页码: 57-64
作者:  Jentzer, Jacob C.;  van Diepen, Sean;  Murphree, Dennis H.;  Ismail, Abdalla S.;  Keegan, Mark T.;  Morrow, David A.;  Barsness, Gregory W.;  Anavekar, Nandan S.
收藏  |  浏览/下载：9/0  |  提交时间：2020/07/01
A machine learning-based model for 1-year mortality prediction in patients admitted to an Intensive Care Unit with a diagnosis of sepsis 期刊论文
发表期刊: MEDICINA INTENSIVA. 出版年: 2020, 卷号: 44, 期号: 3, 页码: 160-170
作者:  Garcia-Gallo, J. E.;  Fonseca-Ruiz, N. J.;  Celi, L. A.;  Duitama-Munoz, J. F.
收藏  |  浏览/下载：9/0  |  提交时间：2020/05/22
Prognosis prediction  Sepsis  Stochastic gradient boosting  Intensive care unit  Least absolute shrinkage and selection operator  
Real-world long-term outcomes in individuals at clinical risk for psychosis: The case for extending duration of care 期刊论文
发表期刊: ECLINICALMEDICINE. 出版年: 2020, 卷号: 28
作者:  Fusar-Poli, Paolo;  De Micheli, Andrea;  Signorini, Lorenzo;  Baldwin, Helen;  de Pablo, Gonzalo Salazar;  McGuire, Philip
收藏  |  浏览/下载：2/0  |  提交时间：2021/07/30
Psychosis  Prevention  Schizophrenia  Clinical high risk  Long-term outcome  Real-world  Electronic health record