Supervised Machine Learning Algorithms Can Classify Open-Text Feedback of Doctor Performance With Human-Level Accuracy
Supervised Machine Learning Algorithms Can Classify Open-Text Feedback of Doctor Performance With Human-Level Accuracy
Chris Gibbons
1, 2
* , PhD ;
Suzanne Richards
3
* , PhD ;
Jose Maria Valderas
4
* , PhD ;
John Campbell
4
* , MD
1
Centre for Health Services Research, University of Cambridge, Cambridge, United Kingdom
2
The Psychometrics Centre, University of Cambridge, Cambridge, United Kingdom
3
Leeds Institute for Health Sciences, University of Leeds, Leeds, United Kingdom
4
Primary Care Research Group, University of Exeter, Exeter, United Kingdom
*all authors contributed equally
Corresponding Author:
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Chris Gibbons, PhD
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The Psychometrics Centre
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University of Cambridge
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16 Mill Lane
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Cambridge, CB2 1RH
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United Kingdom
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Phone:
44 1223 765 203
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Fax: 44 1223 765 203
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Email: cg598@cam.ac.uk