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Artificial intelligence outperforms pulmonologists in the interpretation of pulmonary function tests

Marko Topalovic, Nilakash Das, Pierre- Régis Burgel, Marc Daenen, Eric Derom, Christel Haenebalcke, Rob Janssen, Huib A. M. Kerstjens, Giuseppe Liistro, Renaud Louis, Vincent Ninane, Christophe Pison, Marc Schlesser, Piet Vercauter, Claus F. Vogelmeier, Emiel Wouters, Jokke Wynants, Wim Janssens on behalf of the Pulmonary Function Study Investigators
European Respiratory Journal 2019; DOI: 10.1183/13993003.01660-2018
Marko Topalovic
1Respiratory Medicine, University Hospital Leuven, Chronic Diseases, Metabolism and Ageing, KU Leuven, Belgium
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Nilakash Das
1Respiratory Medicine, University Hospital Leuven, Chronic Diseases, Metabolism and Ageing, KU Leuven, Belgium
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Pierre- Régis Burgel
2Cochin Hospital, Assistance Publique Hôpitaux de Paris, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
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Marc Daenen
3Department of Respiratory Medicine, Hospital Oost-Limburg, Genk, Belgium
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Eric Derom
4Department of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium
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Christel Haenebalcke
5Department of Respiratory Medicine, AZ Sint-Jan Hospital, Bruges, Belgium
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Rob Janssen
6Department of Pulmonary Medicine, Canisius Wilhelmina Hospital, Nijmegen, The Netherlands
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Huib A. M. Kerstjens
7Department of Pulmonary Medicine and Tuberculosis, University of Groningen, and University Medical Center Groningen, Groningen, The Netherlands
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Giuseppe Liistro
8Université Catholique de Louvain (UCL), Department of Pneumology, Cliniques universitaires St-Luc, Brussels, Belgium
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Renaud Louis
9Department of Respiratory Medicine, University Hospital, Liege, Belgium
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Vincent Ninane
10Department of Respiratory Medicine, Saint-Pierre Hospital, Université Libre de Bruxelles, Brussels, Belgium
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Christophe Pison
11Service hospitalier universitaire de Pneumologie et Physiologie, Centre Hospitalier Universitaire Grenoble Alpes, Université Grenoble Alpes, France
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Marc Schlesser
12Department of Pulmonary Medicine, Centre Hospitalier de Luxembourg, Luxembourg
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Piet Vercauter
13Department of Respiratory Medicine, Onze-Lieve-Vrouw Hospital, Aalst, Belgium
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Claus F. Vogelmeier
14Department of Medicine, Pulmonary and Critical Care Medicine, University Medical Center Giessen and Marburg, Marburg, Germany, member of the German Center for Lung Research (DZL)
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Emiel Wouters
15Department of Respiratory Medicine, Maastricht University Medical Center, Maastricht, The Netherlands
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Jokke Wynants
16Department of Pneumology, Jessa Hospital, Hasselt, Belgium
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Wim Janssens
1Respiratory Medicine, University Hospital Leuven, Chronic Diseases, Metabolism and Ageing, KU Leuven, Belgium
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Article Information

DOI 
https://doi.org/10.1183/13993003.01660-2018
PubMed 
30765505

Published By 
European Respiratory Society
Print ISSN 
0903-1936
Online ISSN 
1399-3003
History 
  • Published online February 14, 2019.

Article Versions

  • You are currently viewing a previous version of this article (February 14, 2019 - 02:00).
  • View the most recent version of this article
Copyright & Usage 
Copyright ©ERS 2019

Author Information

  1. Marko Topalovic1,
  2. Nilakash Das1,
  3. Pierre- Régis Burgel2,
  4. Marc Daenen3,
  5. Eric Derom4,
  6. Christel Haenebalcke5,
  7. Rob Janssen6,
  8. Huib A. M. Kerstjens7,
  9. Giuseppe Liistro8,
  10. Renaud Louis9,
  11. Vincent Ninane10,
  12. Christophe Pison11,
  13. Marc Schlesser12,
  14. Piet Vercauter13,
  15. Claus F. Vogelmeier14,
  16. Emiel Wouters15,
  17. Jokke Wynants16 and
  18. Wim Janssens1
  19. on behalf of the Pulmonary Function Study Investigators
  1. 1Respiratory Medicine, University Hospital Leuven, Chronic Diseases, Metabolism and Ageing, KU Leuven, Belgium
  2. 2Cochin Hospital, Assistance Publique Hôpitaux de Paris, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
  3. 3Department of Respiratory Medicine, Hospital Oost-Limburg, Genk, Belgium
  4. 4Department of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium
  5. 5Department of Respiratory Medicine, AZ Sint-Jan Hospital, Bruges, Belgium
  6. 6Department of Pulmonary Medicine, Canisius Wilhelmina Hospital, Nijmegen, The Netherlands
  7. 7Department of Pulmonary Medicine and Tuberculosis, University of Groningen, and University Medical Center Groningen, Groningen, The Netherlands
  8. 8Université Catholique de Louvain (UCL), Department of Pneumology, Cliniques universitaires St-Luc, Brussels, Belgium
  9. 9Department of Respiratory Medicine, University Hospital, Liege, Belgium
  10. 10Department of Respiratory Medicine, Saint-Pierre Hospital, Université Libre de Bruxelles, Brussels, Belgium
  11. 11Service hospitalier universitaire de Pneumologie et Physiologie, Centre Hospitalier Universitaire Grenoble Alpes, Université Grenoble Alpes, France
  12. 12Department of Pulmonary Medicine, Centre Hospitalier de Luxembourg, Luxembourg
  13. 13Department of Respiratory Medicine, Onze-Lieve-Vrouw Hospital, Aalst, Belgium
  14. 14Department of Medicine, Pulmonary and Critical Care Medicine, University Medical Center Giessen and Marburg, Marburg, Germany, member of the German Center for Lung Research (DZL)
  15. 15Department of Respiratory Medicine, Maastricht University Medical Center, Maastricht, The Netherlands
  16. 16Department of Pneumology, Jessa Hospital, Hasselt, Belgium
  1. Dr Wim Janssens, Respiratory Medicine, University Hospital Leuven, Chronic Diseases, Metabolism and Ageing, KU Leuven, Herestraat 49, 3000 Leuven, Belgium. E-mail: wim.janssens{at}uzleuven.be
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Funding

  • Vlaams Agentschap Innoveren & Ondernemen - VLAIO

    IWT150747

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Artificial intelligence outperforms pulmonologists in the interpretation of pulmonary function tests
Marko Topalovic, Nilakash Das, Pierre- Régis Burgel, Marc Daenen, Eric Derom, Christel Haenebalcke, Rob Janssen, Huib A. M. Kerstjens, Giuseppe Liistro, Renaud Louis, Vincent Ninane, Christophe Pison, Marc Schlesser, Piet Vercauter, Claus F. Vogelmeier, Emiel Wouters, Jokke Wynants, Wim Janssens
European Respiratory Journal Jan 2019, 1801660; DOI: 10.1183/13993003.01660-2018

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Artificial intelligence outperforms pulmonologists in the interpretation of pulmonary function tests
Marko Topalovic, Nilakash Das, Pierre- Régis Burgel, Marc Daenen, Eric Derom, Christel Haenebalcke, Rob Janssen, Huib A. M. Kerstjens, Giuseppe Liistro, Renaud Louis, Vincent Ninane, Christophe Pison, Marc Schlesser, Piet Vercauter, Claus F. Vogelmeier, Emiel Wouters, Jokke Wynants, Wim Janssens
European Respiratory Journal Jan 2019, 1801660; DOI: 10.1183/13993003.01660-2018
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