Machine learning and the profession of medicine

JAMA - Journal of the American Medical Association

Volumn 315, Issue 6, 2016, Pages 551-552

  Darcy, Alison M ^a   Louie, Alan K ^a   Roberts, Laura Weiss ^a  

^a STANFORD UNIVERSITY SCHOOL OF MEDICINE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

GLUCOSE;

ACCURACY; AUTISM; BLOOD GLUCOSE METER; ELECTRONIC MEDICAL RECORD; GLUCOSE BLOOD LEVEL; GLUCOSE SENSOR; HUMAN; IMPLANTABLE CARDIOVERTER DEFIBRILLATOR; LEARNING ALGORITHM; MACHINE LEARNING; MAJOR DEPRESSION; MEDICAL INFORMATION; MEDICAL PRACTICE; MOBILE PHONE; PATIENT CARE; PRIORITY JOURNAL; PSYCHOSIS; RANDOMIZED CONTROLLED TRIAL (TOPIC); SENSITIVITY AND SPECIFICITY; SHORT SURVEY; ALGORITHM; DOCTOR PATIENT RELATION; MEDICAL TECHNOLOGY; MEDICINE; TRENDS;

ALGORITHMS; BIOMEDICAL TECHNOLOGY; CELL PHONES; HUMANS; MACHINE LEARNING; MEDICINE; PHYSICIAN-PATIENT RELATIONS;

EID: 84957921914     PISSN: 00987484     EISSN: 15383598     Source Type: Journal    
DOI: 10.1001/jama.2015.18421     Document Type: Short Survey

References (9)

1. Lucas GM, Gratch J, King A., Morency L-P. It's only a computer: virtual humans increase willingness to disclose. Comput Human Behav. 2014; 37:94-100.
2. Markoff J, Mozur P. For sympathetic ear, more Chinese turn to smartphone program. New York Times. July 31, 2015. http://www.nytimes.com/2015/08/04/science/for-sympathetic-ear-more-chinese-turn-to-smartphone-program.html. Accessed September 7, 2015.
3. Ye Q-H, Qin L-X, Forgues M, et al Predicting hepatitis B virus-positive metastatic hepatocellular carcinomas using gene expression profiling and supervised machine learning. Nat Med. 2003; 9(4): 416-423.
4. Wall DP, Kosmicki J, Deluca T.F., Harstad E., Fusaro VA. Use of machine learning to shorten observation-based screening and diagnosis of autism. Transl Psychiatry. 2012; 2(4):e100.
5. Lisboa PJ, Taktak AFG. The use of artificial neural networks in decision support in cancer: a systematic review. Neural Netw. 2006; 19(4): 408-415.
6. Bergenstal RM, Klonoff DC, Garg S.K., et al; ASPIRE In-Home Study Group. Threshold-based insulin-pump interruption for reduction of hypoglycemia. N Engl J Med. 2013; 369(3):224-232.
7. Bedi G, Carrillo F, Cecchi G.A., et al. Automated analysis of free speech predicts psychosis onset in high-risk youths. NPJ Schizophr. 2015. doi:10.1038/npjschz.2015.30.
8. Aramaki E, Maskawa S, Morita M. Twitter catches the flu: detecting influenza epidemics using Twitter. In: Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing; July 27-31, 2011; Edinburgh, United Kingdom. http://www.aclweb.org/anthology/D11-1145. Accessed January 6, 2016.
9. Orme J. Samaritans pulls "suicide watch" Radar app over privacy concerns. The Guardian. November 7, 2014. http://www.theguardian.com/society/2014/nov/07/samaritans-radar-app-suicide-watch-privacy-twitter-users. Accessed September 7, 2015.