Prediction of Chronic Obstructive Pulmonary Disease Exacerbation Events by Using Patient Self-reported Data in a Digital Health App: Statistical Evaluation and Machine Learning Approach
Prediction of Chronic Obstructive Pulmonary Disease Exacerbation Events by Using Patient Self-reported Data in a Digital Health App: Statistical Evaluation and Machine Learning Approach
Francis P Chmiel
1
, MSc, DPhil ;
Dan K Burns
1
, MSc, PhD ;
John Brian Pickering
1
, DPhil ;
Alison Blythin
2
, MRES ;
Thomas MA Wilkinson
2, 3, 4
* , PhD ;
Michael J Boniface
1
* , BEng
1
School of Electronics and Computer Science, University of Southampton, Southampton, United Kingdom
2
my mHealth Limited, Bournemouth, United Kingdom
3
National Institute for Health Research Applied Research Collaboration Wessex, University of Southampton, Southampton, United Kingdom
4
Faculty of Medicine, University of Southampton, Southampton, United Kingdom
*these authors contributed equally
Corresponding Author:
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Francis P Chmiel, MSc, DPhil
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School of Electronics and Computer Science
-
University of Southampton
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University Road
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Southampton, SO17 1BJ
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United Kingdom
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Phone:
44 023 8059 8866
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Email: F.P.Chmiel@soton.ac.uk