Unintended Consequences of Machine Learning in Medicine

被引：587

作者：

Cabitza, Federico ^{[1
,2
]}

Rasoini, Raffaele ^{[3
]}

Gensini, Gian Franco ^{[3
]}

机构：

[1] Univ Milano Bicocca, Dept Informat, Milan, Italy

[2] IRCCS, Ist Ortoped Galeazzi, Milan, Italy

[3] Ctr Studi Med Avanzata, Florence, Italy

来源：

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION | 2017年 / 318卷 / 06期

关键词：

CARE;

D O I：

10.1001/jama.2017.7797

中图分类号：

R5 [内科学];

学科分类号：

1002 ; 100201 ;

摘要：

引用

页码：517 / 518

页数：2

共 8 条

[1] Some unintended consequences of information technology in health care: The nature of patient care information system-related errors [J].

Ash, JS ;

Berg, M ;

Coiera, E .

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2004, 11 (02) :104-112

[2] Intelligible Models for HealthCare: Predicting Pneumonia Risk and Hospital 30-day Readmission [J].

Caruana, Rich ;

Lou, Yin ;

Gehrke, Johannes ;

Koch, Paul ;

Sturm, Marc ;

Elhadad, Noemie .

KDD'15: PROCEEDINGS OF THE 21ST ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2015, :1721-1730

[3] Treatment for Multiple Acute Cardiopulmonary Conditions in Older Adults Hospitalized with Pneumonia, Chronic Obstructive Pulmonary Disease, or Heart Failure [J].

Dharmarajan, Kumar ;

Strait, Kelly M. ;

Tinetti, Mary E. ;

Lagu, Tara ;

Lindenauer, Peter K. ;

Lynn, Joanne ;

Krukas, Michelle R. ;

Ernst, Frank R. ;

Li, Shu-Xia ;

Krumholz, Harlan M. .

JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2016, 64 (08) :1574-1582

[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] Deskilling and adaptation among primary care physicians using two work innovations [J].

Hoff, Timothy .

HEALTH CARE MANAGEMENT REVIEW, 2011, 36 (04) :338-348

[6] How to Discriminate between Computer-Aided and Computer-Hindered Decisions: A Case Study in Mammography [J].

Povyakalo, Andrey A. ;

Alberdi, Eugenio ;

Strigini, Lorenzo ;

Ayton, Peter .

MEDICAL DECISION MAKING, 2013, 33 (01) :98-107

[7] Automated Classification of Circulating Tumor Cells and the Impact of Interobsever Variability on Classifier Training and Performance [J].

Svensson, Carl-Magnus ;

Huebler, Ron ;

Figge, Marc Thilo .

JOURNAL OF IMMUNOLOGY RESEARCH, 2015, 2015

[8] Computer decision support as a source of interpretation error: The case of electrocardiograms [J].

Tsai, TL ;

Fridsma, DB ;

Gatti, G .

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2003, 10 (05) :478-483

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