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Performance evaluation of automated white matter hyperintensity segmentation algorithms in a multicenter cohort on cognitive impairment and dementia

Bibliographic Data

ID15521663
AuthorsMalo Gaubert (0000-0003-3069-638X, German Center for Neurodegenerative Diseases, corresponding author), Andrea Dell’Orco (0000-0002-3964-8360, German Center for Neurodegenerative Diseases), Catharina Lange (0000-0002-6745-8441, German Center for Neurodegenerative Diseases), Antoine Garnier‐Crussard (0000-0002-5611-3608, Lyon 1 Université), Isabella Zimmermann (German Center for Neurodegenerative Diseases), Martin Dyrba (0000-0002-3353-3167, German Center for Neurodegenerative Diseases), Marco Duering (0000-0003-2302-3136, University of Basel), Gabriel Ziegler (0000-0001-6589-6416, German Center for Neurodegenerative Diseases), Oliver Peters (0000-0003-0568-2998, German Center for Neurodegenerative Diseases), Lukas Preis (0000-0001-7601-6410, Charité - Universitätsmedizin Berlin), Josef Priller (0000-0001-7596-0979, University of Edinburgh), Eike Jakob Spruth (German Center for Neurodegenerative Diseases), Anja Schneider (0000-0001-9540-8700, University of Bonn), Klaus Fließbach (0000-0002-0183-7510, German Center for Neurodegenerative Diseases), Jens Wiltfang (0000-0003-1492-5330, University of Aveiro), Björn H Schott (0000-0002-8237-4481, Leibniz Institute for Neurobiology), Franziska Maier (0000-0002-3611-4355, University of Cologne), Wenzel Glanz (0000-0002-5865-4176, German Center for Neurodegenerative Diseases), Katharina Büerger (Ludwig-Maximilians-Universität München), Daniel Janowitz (0009-0003-4090-547X, Ludwig-Maximilians-Universität München), Robert Perneczky (0000-0003-1981-7435, German Center for Neurodegenerative Diseases), Boris‐Stephan Rauchmann (0000-0003-4547-6240, Ludwig-Maximilians-Universität München), Stefan Teipel (0000-0002-3586-3194, University of Rostock), Ingo Kilimann (0000-0002-3269-4452, German Center for Neurodegenerative Diseases), Christoph Laske (University of Tübingen), Matthias H Munk (0000-0002-5339-4045, German Center for Neurodegenerative Diseases), Annika Spottke (0000-0001-9854-2972, University of Bonn), Nina Roy (German Center for Neurodegenerative Diseases), Laura Dobisch (German Center for Neurodegenerative Diseases), Michael Ewers (0000-0003-1240-0522, German Center for Neurodegenerative Diseases), Peter Dechent (0009-0006-4005-3352, University of Göttingen), John­–Dylan Haynes (0000-0003-1786-6954, Charité - Universitätsmedizin Berlin), Klaus Scheffler (0000-0001-6316-8773, University of Tübingen), Emrah Düzel (0000-0002-0139-5388, German Center for Neurodegenerative Diseases), Frank Jessen (0000-0003-1067-2102, German Center for Neurodegenerative Diseases), Miranka Wirth (0000-0002-0725-7314, German Center for Neurodegenerative Diseases, corresponding author)
Year2023
Volume13
Pages1010273-1010273
Publication date2023-01-12
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueFrontiers in Psychiatry (JOURNAL)
Journal identifiersISSN: 1664-0640 • E-ISSN: 1664-0640
PublisherFrontiers Media (PUBLISHER • CH)
DOI10.3389/fpsyt.2022.1010273
PMID36713907
OpenAlexW4315781299
LanguageEN
References cited4

To conclude, the deep learning algorithm, when retrained, performed well in the multicenter context. Nevertheless, the performance was close to traditional methods. We provide methodological recommendations for future studies using automated WMH segmentation to quantify and assess WMH along the continuum of cognitive impairment and AD dementia

Algorithm · Cognition · Dementia · Disease · Fluid-attenuated inversion recovery · Hyperintensity · Magnetic resonance imaging · Psychiatry · Radiology · Segmentation · Alzheimer's disease research and treatments · Computer Science · Dementia and Cognitive Impairment Research · Medicine · Neurological Disease Mechanisms and Treatments · Psychology · Artificial Intelligence · Internal Medicine

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  • A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research

    Open Access•Terry K Koo, Mae Y Li•Journal of Chiropractic Medicine•2016

  • Intraclass correlations

    Patrick E Shrout, Joseph L Flei et al.•Psychological Bulletin•1979

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