Boosting Clinical Decision-making: Machine Learning for Intensive Care Unit Discharge

被引：6

作者：

Cosgriff, Christopher Vincent ^{[1
,2
]}

Celi, Leo Anthony ^{[1
,3
]}

Sauer, Christopher Martin ^{[1
,2
]}

机构：

[1] MIT Crit Data, Cambridge, MA USA

[2] Harvard Univ, Harvard TH Chan Sch Publ Hlth, Boston, MA 02115 USA

[3] Beth Israel Deaconess Med Ctr, Div Pulm Crit Care & Sleep Med, Boston, MA USA

来源：

ANNALS OF THE AMERICAN THORACIC SOCIETY | 2018年 / 15卷 / 07期

关键词：

WORKLOAD INDEX; TRANSFER SCORE; READMISSIONS; VALIDATION; STABILITY;

D O I：

10.1513/AnnalsATS.201803-205ED

中图分类号：

R56 [呼吸系及胸部疾病];

学科分类号：

摘要：

引用

页码：804 / 805

页数：2

共 11 条

[1] Incidence and Etiology of Potentially Preventable ICU Readmissions [J].

Al-Jaghbeer, Mohammed J. ;

Tekwani, Seema S. ;

Gunn, Scott R. ;

Kahn, Jeremy M. .

CRITICAL CARE MEDICINE, 2016, 44 (09) :1704-1709

[2] Big Data and Machine Learning in Health Care [J].

Beam, Andrew L. ;

Kohane, Isaac S. .

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 319 (13) :1317-1318

[3] The Stability and Workload Index for Transfer score predicts unplanned intensive care unit patient readmission: Initial development and validation [J].

Gajic, Ognjen ;

Malinchoc, Michael ;

Comfere, Thomas B. ;

Harris, Marcelline R. ;

Achouiti, Ahmed ;

Yilmaz, Murat ;

Schultz, Marcus J. ;

Hubmayr, Rolf D. ;

Afessa, Bekele ;

Farmer, J. Christopher .

CRITICAL CARE MEDICINE, 2008, 36 (03) :676-682

[4] Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs [J].

Gulshan, Varun ;

Peng, Lily ;

Coram, Marc ;

Stumpe, Martin C. ;

Wu, Derek ;

Narayanaswamy, Arunachalam ;

Venugopalan, Subhashini ;

Widner, Kasumi ;

Madams, Tom ;

Cuadros, Jorge ;

Kim, Ramasamy ;

Raman, Rajiv ;

Nelson, Philip C. ;

Mega, Jessica L. ;

Webster, R. .

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2016, 316 (22) :2402-2410

[5] The Ugly Truth About Ourselves and Our Robot Creations: The Problem of Bias and Social Inequity [J].

Howard, Ayanna ;

Borenstein, Jason .

SCIENCE AND ENGINEERING ETHICS, 2018, 24 (05) :1521-1536

[6] MIMIC-III, a freely accessible critical care database [J].

Johnson, Alistair E. W. ;

Pollard, Tom J. ;

Shen, Lu ;

Lehman, Li-wei H. ;

Feng, Mengling ;

Ghassemi, Mohammad ;

Moody, Benjamin ;

Szolovits, Peter ;

Celi, Leo Anthony ;

Mark, Roger G. .

SCIENTIFIC DATA, 2016, 3

[7] Predictive Ability of the Stability and Workload Index for Transfer Score to Predict Unplanned Readmissions After ICU Discharge [J].

Kastrup, Marc ;

Powollik, Robert ;

Balzer, Felix ;

Roeber, Susanne ;

Ahlborn, Robert ;

von Dossow-Hanfstingl, Vera ;

Wernecke, Klaus D. ;

Spies, Claudia D. .

CRITICAL CARE MEDICINE, 2013, 41 (07) :1608-1615

[8] Intensive care unit readmissions in US hospitals: Patient characteristics, risk factors, and outcomes [J].

Kramer, Andrew A. ;

Higgins, Thomas L. ;

Zimmerman, Jack E. .

CRITICAL CARE MEDICINE, 2012, 40 (01) :3-10

[9] Predicting Intensive Care Unit Readmission with Machine Learning Using Electronic Health Record Data [J].

Rojas, Juan C. ;

Carey, Kyle A. ;

Edelson, Dana P. ;

Venable, Laura R. ;

Howell, Michael D. ;

Churpek, Matthew M. .

ANNALS OF THE AMERICAN THORACIC SOCIETY, 2018, 15 (07) :846-853

[10] A machine learning approach for real-time modelling of tissue deformation in image-guided neurosurgery [J].

Tonutti, Michele ;

Gras, Gauthier ;

Yang, Guang-Zhong .

ARTIFICIAL INTELLIGENCE IN MEDICINE, 2017, 80 :39-47

← 1 2 →