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Clinical applications of machine learning algorithms: beyond the black box

Watson, DS; Krutzinna, J; Bruce, IN; Griffiths, CE; McInnes, IB; Barnes, MR; Floridi, L; (2019) Clinical applications of machine learning algorithms: beyond the black box. BMJ , 364 , Article l886. 10.1136/bmj.l886. Green open access

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Abstract

To maximise the clinical benefits of machine learning algorithms, we need to rethink our approach to explanation, argue David Watson and colleagues.

Type: Article
Title: Clinical applications of machine learning algorithms: beyond the black box
Location: England
Open access status: An open access version is available from UCL Discovery
DOI: 10.1136/bmj.l886
Publisher version: https://doi.org/10.1136/bmj.l886
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Maths and Physical Sciences
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Maths and Physical Sciences > Dept of Statistical Science
URI: https://discovery-pp.ucl.ac.uk/id/eprint/10118991
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