AI-Driven Analysis of Cardiopulmonary Exercise Tests to Identify Gas Exchange and Ventilatory Thresholds.

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Title: AI-Driven Analysis of Cardiopulmonary Exercise Tests to Identify Gas Exchange and Ventilatory Thresholds.
Authors: Keir DA; School of Kinesiology, The University of Western Ontario, TH-4155, 1151 Richmond Street, London, ON, N6A 3K7, Canada. dkeir@uwo.ca.; Toronto General Research Institute, Toronto General Hospital, Toronto, ON, Canada. dkeir@uwo.ca.; Lawson Health Research Institute, London, ON, Canada. dkeir@uwo.ca., Zignoli A; Department of Industrial Engineering, University of Trento, Trento, Italy., Iannetta D; Department of Clinical and Experimental Sciences, The University of Brescia, Brescia, Italy., Mattioni Maturana F; Sports Medicine Department, University Hospital of Tübingen, Tübingen, Germany., Murias JM; College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar.
Source: Sports medicine (Auckland, N.Z.) [Sports Med] 2026 Jul; Vol. 56 (7), pp. 1833-1843. Date of Electronic Publication: 2026 Mar 05.
Publication Type: Journal Article
Journal Info: Publisher: Adis, Springer International Country of Publication: New Zealand NLM ID: 8412297 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1179-2035 (Electronic) Linking ISSN: 01121642 NLM ISO Abbreviation: Sports Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Keir+DA%22">Keir DA</searchLink>; School of Kinesiology, The University of Western Ontario, TH-4155, 1151 Richmond Street, London, ON, N6A 3K7, Canada. dkeir@uwo.ca.; Toronto General Research Institute, Toronto General Hospital, Toronto, ON, Canada. dkeir@uwo.ca.; Lawson Health Research Institute, London, ON, Canada. dkeir@uwo.ca.<br /><searchLink fieldCode="AU" term="%22Zignoli+A%22">Zignoli A</searchLink>; Department of Industrial Engineering, University of Trento, Trento, Italy.<br /><searchLink fieldCode="AU" term="%22Iannetta+D%22">Iannetta D</searchLink>; Department of Clinical and Experimental Sciences, The University of Brescia, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Mattioni+Maturana+F%22">Mattioni Maturana F</searchLink>; Sports Medicine Department, University Hospital of Tübingen, Tübingen, Germany.<br /><searchLink fieldCode="AU" term="%22Murias+JM%22">Murias JM</searchLink>; College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Adis%2C+Springer+International%22">Adis, Springer International </searchLink><i>Country of Publication: </i>New Zealand <i>NLM ID: </i>8412297 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1179-2035 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201121642%22">01121642 </searchLink><i>NLM ISO Abbreviation: </i>Sports Med <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s40279-026-02403-w
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              Text: 2026 Jul
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