Assessing Trustworthy AI in Times of COVID-19: Deep Learning for Predicting a Multiregional Score Conveying the Degree of Lung Compromise in COVID-19 Patients

Author:

Allahabadi Himanshi1,Amann Julia2,Balot Isabelle3ORCID,Beretta Andrea4,Binkley Charles5ORCID,Bozenhard Jonas6ORCID,Bruneault Frederick7,Brusseau James8ORCID,Candemir Sema9,Cappellini Luca Alessandro10ORCID,Chakraborty Subrata11ORCID,Cherciu Nicoleta12,Cociancig Christina13,Coffee Megan14ORCID,Ek Irene15,Espinosa-Leal Leonardo16,Farina Davide17,Fieux-Castagnet Genevieve18,Frauenfelder Thomas19ORCID,Gallucci Alessio20,Giuliani Guya21,Golda Adam22ORCID,van Halem Irmhild23,Hildt Elisabeth24ORCID,Holm Sune25,Kararigas Georgios26ORCID,Krier Sebastien A.27,Kuhne Ulrich28,Lizzi Francesca29ORCID,Madai Vince I.30,Markus Aniek F.31ORCID,Masis Serg32ORCID,Mathez Emilie Wiinblad23,Mureddu Francesco33,Neri Emanuele34,Osika Walter35,Ozols Matiss36ORCID,Panigutti Cecilia37,Parent Brendan38,Pratesi Francesca4ORCID,Moreno-Sanchez Pedro A.39,Sartor Giovanni40,Savardi Mattia41ORCID,Signoroni Alberto41ORCID,Sormunen Hanna-Maria42ORCID,Spezzatti Andy43,Srivastava Adarsh44ORCID,Stephansen Annette F.45,Theng Lau Bee46ORCID,Tithi Jesmin Jahan47,Tuominen Jarno48ORCID,Umbrello Steven49ORCID,Vaccher Filippo17,Vetter Dennis50ORCID,Westerlund Magnus16,Wurth Renee51,Zicari Roberto V.16ORCID

Affiliation:

1. Enterprise Intelligence Department, EY Netherlands, Amsterdam, The Netherlands

2. Department of Health Sciences and Technology, Health Ethics and Policy Lab, ETH Zurich, Zürich, Switzerland

3. Postgraduate Studies in Diplomacy and International Relations, Center for Diplomatic & Strategic Studies, Paris, France

4. Institute of Information Science and Technologies, National Research Council of Italy (CNR), Pisa, Italy

5. Bioethics Center, Hackensack Meridian Health, Edison, NJ, USA

6. Faculty of Philosophy, University of Oxford, Oxford, U.K.

7. Philosophie Department, Collège André- Laurendeau, Montreal, Canada

8. Philosophy Department, Pace University, New York, NY, USA

9. Department of Radiology, Wexner Medical Center, The Ohio State University, Columbus, OH, USA

10. Department of Radiology, Humanitas Research Hospital, Milan, Italy

11. Faculty of Science, Agriculture, Business and Law, University of New England, Armidale, NSW, Australia

12. European Centre of Excellence on the Regulation of Robotics & AI, Scuola Superiore Sant’Anna, Pisa, Italy

13. Group of Computer Architecture, University of Bremen, Bremen, Germany

14. Department of Medicine, Division of Infectious Diseases and Immunology, New York University Grossman School of Medicine, New York, NY, USA

15. AI Research Section, Digital Institute, Stockholm, Sweden

16. Department of Business Management and Analytics, Arcada University of Applied Sciences, Helsinki, Finland

17. Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy

18. Ethique Groupe, SNCF Reseau SA, La Plaine, France

19. Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, Zürich, Switzerland

20. Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands

21. Data Privacy Advisor, Ericsson, Stockholm, Sweden

22. Department of Cardiology, 4th Gliwice Municipal Hospital, Gliwice, Poland

23. Z-Inspection® Initiative, Frankfurt, Germany

24. Center for the Study of Ethics in the Professions, Illinois Institute of Technology, Chicago, IL, USA

25. Department of Food and Resource Economics, University of Copenhagen, Copenhagen, Denmark

26. Department of Physiology, Faculty of Medicine, University of Iceland, Reykjavik, Iceland

27. Cyber Policy Center, Stanford University, Stanford, CA, USA

28. Department for Dermatology, Hautmedizin Bad Soden, Bad Soden, Germany

29. Data Science Department, Scuola Normale Superiore, Pisa, Italy

30. Department of Neurosurgery, the QUEST Centre for Responsible Research, Charité Lab for Artificial Intelligence in Medicine, Berlin Institute of Health at Charité, Charité Universitätsmedizin Berlin, Berlin, Germany

31. Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands

32. CADS Department, Syngenta, Research Triangle Park, NC, USA

33. Policy Research, The Lisbon Council, Brussels, Belgium

34. Department of Translational Research, Academic Radiology, University of Pisa, Pisa, Italy

35. Department of Clinical Neuroscience, Center for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden

36. Department of Medicine, The University of Cambridge, Addenbrooke’s Hospital, Cambridge, U.K.

37. Department of Computer Science, University of Pisa, Pisa, Italy

38. Department of Population Health, Division of Medical Ethics, NYU Grossman School of Medicine, New York, NY, USA

39. School of Healthcare and Social Work, Seinäjoki University of Applied Sciences, Seinäjoki, Finland

40. Law Department, European University Institute, Firenze, Italy

41. Department of Information Engineering, University of Brescia, Brescia, Italy

42. Advanced Analytics, Finnish Tax Administration, Helsinki, Finland

43. Artificial Intelligence Research, AI for Good Foundation, El Cerrito, CA, USA

44. Data Services Function in Roche Diagnostics, Roche, Pune, India

45. Digital Systems, NORCE Norwegian Research Centre AS, Bergen, Norway

46. School of Research, Swinburne University of Technology (Sarawak), Kuching, Malaysia

47. Parallel Computing Labs, Intel, Santa Clara, CA, USA

48. Department of Psychology and Speech- Language Pathology, University of Turku, Turku, Finland

49. Department of Values, Technology and Innovation, Delft University of Technology, Delft, The Netherlands

50. Computational Vision and Artificial Intelligence Lab, Goethe University Frankfurt, Frankfurt, Germany

51. T. H. Chan School of Public Health, Harvard University, Boston, MA, USA

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Medicine

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