The reliability of a deep learning model in clinical out-of-distribution MRI data: A multicohort study.
作者:
Gustav,Mårtensson [1]
;
Daniel,Ferreira [2]
;
Tobias,Granberg [3]
;
Lena,Cavallin [3]
;
Ketil,Oppedal [4]
;
Alessandro,Padovani [5]
;
Irena,Rektorova [6]
;
Laura,Bonanni [7]
;
Matteo,Pardini [8]
;
Milica G,Kramberger [9]
;
John-Paul,Taylor [10]
;
Jakub,Hort [11]
;
Jón,Snædal [12]
;
Jaime,Kulisevsky [13]
;
Frederic,Blanc [14]
;
Angelo,Antonini [15]
;
Patrizia,Mecocci [16]
;
Bruno,Vellas [17]
;
Magda,Tsolaki [18]
;
Iwona,Kłoszewska [19]
;
Hilkka,Soininen [20]
;
Simon,Lovestone [21]
;
Andrew,Simmons [22]
;
Dag,Aarsland [23]
;
Eric,Westman [24]
作者单位:
Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden. Electronic address: gustav.martensson@ki.se.
[1]
Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden.
[2]
Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden; Department of Radiology, Karolinska University Hospital, Stockholm, Sweden.
[3]
Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway; Stavanger Medical Imaging Laboratory (SMIL), Department of Radiology, Stavanger University Hospital, Stavanger, Norway; Department of Electrical Engineering and Computer Science, University of Stavanger, Stavanger, Norway.
[4]
Neurology Unit, Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy.
[5]
1st Department of Neurology, Medical Faculty, St. Anne's Hospital and CEITEC, Masaryk University, Brno, Czech Republic.
[6]
Department of Neuroscience Imaging and Clinical Sciences and CESI, University G d'Annunzio of Chieti-Pescara, Chieti, Italy.
[7]
Department of Neuroscience (DINOGMI), University of Genoa and Neurology Clinics, Polyclinic San Martino Hospital, Genoa, Italy.
[8]
Department of Neurology, University Medical Centre Ljubljana, Medical faculty, University of Ljubljana, Slovenia.
[9]
Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, UK.
[10]
Memory Clinic, Department of Neurology, Charles University, 2nd Faculty of Medicine and Motol University Hospital, Prague, Czech Republic.
[11]
Landspitali University Hospital, Reykjavik, Iceland.
[12]
Movement Disorders Unit, Neurology Department, Sant Pau Hospital, Barcelona, Spain; Institut d'Investigacions Biomédiques Sant Pau (IIB-Sant Pau), Barcelona, Spain; Centro de Investigación en Red-Enfermedades Neurodegenerativas (CIBERNED), Barcelona, Spain; Universitat Autónoma de Barcelona (U.A.B.), Barcelona, Spain.
[13]
Day Hospital of Geriatrics, Memory Resource and Research Centre (CM2R) of Strasbourg, Department of Geriatrics, Hôpitaux Universitaires de Strasbourg, Strasbourg, France; University of Strasbourg and French National Centre for Scientific Research (CNRS), ICube Laboratory and Fédération de Médecine Translationnelle de Strasbourg (FMTS), Team Imagerie Multimodale Intégrative en Santé (IMIS)/ICONE, Strasbourg, France.
[14]
Department of Neuroscience, University of Padua, Padua & Fondazione Ospedale San Camillo, Venezia, Venice, Italy.
[15]
Institute of Gerontology and Geriatrics, University of Perugia, Perugia, Italy.
[16]
UMR INSERM 1027, gerontopole, CHU, University of Toulouse, France.
[17]
3rd Department of Neurology, Memory and Dementia Unit, Aristotle University of Thessaloniki, Thessaloniki, Greece.
[18]
Medical University of Lodz, Lodz, Poland.
[19]
Institute of Clinical Medicine, Neurology, University of Eastern Finland, Finland; Neurocenter, Neurology, Kuopio University Hospital, Kuopio, Finland.
[20]
Department of Psychiatry, Warneford Hospital, University of Oxford, Oxford, UK.
[21]
NIHR Biomedical Research Centre for Mental Health, London, UK; NIHR Biomedical Research Unit for Dementia, London, UK; Department of Neuroimaging, Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
[22]
Centre for Age-Related Medicine, Stavanger University Hospital, Stavanger, Norway; Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
[23]
Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden; Department of Neuroimaging, Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
[24]
DOI
10.1016/j.media.2020.101714
PMID
33007638
发布时间
2021-06-23
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Medical image analysis
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