Machine Learning and Prediction in Medicine - Beyond the Peak of Inflated Expectations

被引:652
作者
Chen, Jonathan H. [1 ]
Asch, Steven M. [1 ,2 ]
机构
[1] Stanford Univ, Dept Med, Stanford, CA 94305 USA
[2] Vet Affairs Palo Alto Hlth Care Syst, Ctr Innovat Implementat Ci2i, Palo Alto, CA USA
关键词
BIG DATA;
D O I
10.1056/NEJMp1702071
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
[No abstract available]
引用
收藏
页码:2507 / 2509
页数:3
相关论文
共 5 条
[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. ;
Asch, Steven M. ;
Altman, Russ B. .
INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS, 2017, 102 :71-79
[2]   Piloting Electronic Medical Record-Based Early Detection of Inpatient Deterioration in Community Hospitals [J].
Escobar, Gabriel J. ;
Turk, Benjamin J. ;
Ragins, Arona ;
Ha, Jason ;
Hoberman, Brian ;
LeVine, Steven M. ;
Ballesca, Manuel A. ;
Liu, Vincent ;
Kipnis, Patricia .
JOURNAL OF HOSPITAL MEDICINE, 2016, 11 :S18-S24
[3]  
Gartner Inc., 2016, ID 3 KEY TRENDS ORG
[4]   The Parable of Google Flu: Traps in Big Data Analysis [J].
Lazer, David ;
Kennedy, Ryan ;
King, Gary ;
Vespignani, Alessandro .
SCIENCE, 2014, 343 (6176) :1203-1205
[5]   Predicting the Future - Big Data, Machine Learning, and Clinical Medicine [J].
Obermeyer, Ziad ;
Emanuel, Ezekiel J. .
NEW ENGLAND JOURNAL OF MEDICINE, 2016, 375 (13) :1216-1219