Volume 28, Issue 4 - Artificial intelligence and Digital Health

Intelligent use of artificial intelligence for systematic reviews of medical devices

Author: Kelly Goodwin Burri

Abstract

Download the full article

References

1. Regulation (EU) 2017/745 of the European Parliament and of the Council of 5 April 2017 on medical devices, amending Directive 2001/83/EC, Regulation (EC) No 178/2002 and Regulation (EC) No 1223/2009 and repealing Council Directives 90/385/EEC and 93/42/EEC. [cited 9 Sep 2019]. Available from: Available from: https://eur-lex.europa.eu/eli/reg/2017/ 745/2017-05-05
2. Garner P, Hopewell S, Chandler J, MacLehose H, Schunemann HJ, Akl EA, et al. When and how to update systematic reviews: consensus and checklist. BMJ (Clinical research ed). 2016;354:i3507.
3. Policy: Cochrane Review updates 2019 [cited 7 Sep 2019]. Available from: Available from: https://documentation.cochrane.org/ display/EPPR/Policy%3A+Cochrane+ Review+updates
4. Extance A. How AI technology can tame the scientific literature. Nature. 2018;561(7722):273–4.
5. Higgins JPT, Green S, editors. Cochrane handbook for systematic reviews of interventions version 5.1.0 [updated March 2011]. The Cochrane Collaboration; 2011. Available from: Available from: http://handbook.cochrane.org
6. Marshall IJ, Wallace BC. Toward systematic review automation: a practical guide to using machine learning tools in research synthesis. Syst Rev. 2019;8(1):163.
7. Przybyla P, Brockmeier AJ, Kontonatsios G, Le Pogam MA, McNaught J, von Elm E, et al. Prioritising references for systematic reviews with RobotAnalyst: A user study. Res Synth Methods. 2018;9(3):470–88.
8. Ouzzani M, Hammady H, Fedorowicz Z, Elmagarmid A. Rayyan-a web and mobile app for systematic reviews. Syst Rev. 2016;5(1):210.
9. Howard BE, Phillips J, Miller K, Tandon A, Mav D, Shah MR, et al. SWIFT-Review: a text-mining workbench for systematic review. Syst Rev. 2016;5(1):87.
10. Kiritchenko S, de Bruijn B, Carini S, Martin J, Sim I. ExaCT: automatic extraction of clinical trial characteristics from journal publications. BMC Med Inform Decis Mak. 2010;10:56.
11. Marshall IJ, Kuiper J, Wallace BC. RobotReviewer: evaluation of a system for automatically assessing bias in clinical trials. J Am Med Inform Assoc. 2016;23(1):193–201.
12. SR Tool Box. 2019 [cited 9 Sep 2019]. Available from: Available from: http://systematicreviewtools.com/ index. php
13. Jonnalagadda SR, Goyal P, Huffman MD. Automating data extraction in systematic reviews: a systematic review. Syst Rev. 2015;4:78.
14. Karystianis G, Thayer K, Wolfe M, Tsafnat G. Evaluation of a rule-based method for epidemiological document classification towards the automation of systematic reviews. J Biomed Inform. 2017;70:27–34.
15. Soboczenski F, Trikalinos TA, Kuiper J, Bias RG, Wallace BC, Marshall IJ. Machine learning to help researchers evaluate biases in clinical trials: a prospective, randomized user study. BMC Med Inform Decis Mak. 2019;19(1):96.
16. O’Connor AM, Tsafnat G, Thomas J, Glasziou P, Gilbert SB, Hutton B. A question of trust: can we build an evidence base to gain trust in systematic review automation technologies? Syst Rev. 2019;8(1):143.