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An explainable three dimensional framework to uncover learning patterns: A unified look in variable sulci recognition.

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Title: An explainable three dimensional framework to uncover learning patterns: A unified look in variable sulci recognition.
Authors: Mamalakis M; Department of Psychiatry, University of Cambridge, Cambridge, UK; Department of Computer Science and Technology, Computer Laboratory, University of Cambridge, Cambridge, UK. Electronic address: mm2703@cam.ac.uk., Vareilles H; Department of Psychiatry, University of Cambridge, Cambridge, UK., Al-Manea A; Department of Psychiatry, University of Cambridge, Cambridge, UK., Mitchell SC; Department of Psychology, University of Cambridge, Cambridge, UK., Agartz I; Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway., Mørch-Johnsen LE; Norment, Division of Mental Health and Addiction, Oslo University Hospital, Institute of Clinical Medicine, University of Oslo, Oslo, Norway; Department of Psychiatry and Department of Clinical Research, Østfold Hospital, Grålum, Norway., Garrison J; Department of Psychology, University of Cambridge, Cambridge, UK., Simons J; Department of Psychology, University of Cambridge, Cambridge, UK., Lio P; Department of Computer Science and Technology, Computer Laboratory, University of Cambridge, Cambridge, UK., Suckling J; Department of Psychiatry, University of Cambridge, Cambridge, UK., Murray GK; Department of Psychiatry, University of Cambridge, Cambridge, UK.
Source: Artificial intelligence in medicine [Artif Intell Med] 2026 Jan; Vol. 171, pp. 103286. Date of Electronic Publication: 2025 Oct 24.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Elsevier Science Publishing Country of Publication: Netherlands NLM ID: 8915031 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-2860 (Electronic) Linking ISSN: 09333657 NLM ISO Abbreviation: Artif Intell Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Mamalakis+M%22">Mamalakis M</searchLink>; Department of Psychiatry, University of Cambridge, Cambridge, UK; Department of Computer Science and Technology, Computer Laboratory, University of Cambridge, Cambridge, UK. Electronic address: mm2703@cam.ac.uk.<br /><searchLink fieldCode="AU" term="%22Vareilles+H%22">Vareilles H</searchLink>; Department of Psychiatry, University of Cambridge, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Al-Manea+A%22">Al-Manea A</searchLink>; Department of Psychiatry, University of Cambridge, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Mitchell+SC%22">Mitchell SC</searchLink>; Department of Psychology, University of Cambridge, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Agartz+I%22">Agartz I</searchLink>; Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22Mørch-Johnsen+LE%22">Mørch-Johnsen LE</searchLink>; Norment, Division of Mental Health and Addiction, Oslo University Hospital, Institute of Clinical Medicine, University of Oslo, Oslo, Norway; Department of Psychiatry and Department of Clinical Research, Østfold Hospital, Grålum, Norway.<br /><searchLink fieldCode="AU" term="%22Garrison+J%22">Garrison J</searchLink>; Department of Psychology, University of Cambridge, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Simons+J%22">Simons J</searchLink>; Department of Psychology, University of Cambridge, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Lio+P%22">Lio P</searchLink>; Department of Computer Science and Technology, Computer Laboratory, University of Cambridge, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Suckling+J%22">Suckling J</searchLink>; Department of Psychiatry, University of Cambridge, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Murray+GK%22">Murray GK</searchLink>; Department of Psychiatry, University of Cambridge, Cambridge, UK.
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  Data: <searchLink fieldCode="JN" term="%228915031%22">Artificial intelligence in medicine</searchLink> [Artif Intell Med] 2026 Jan; Vol. 171, pp. 103286. <i>Date of Electronic Publication: </i>2025 Oct 24.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Publishing%22">Elsevier Science Publishing </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>8915031 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1873-2860 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209333657%22">09333657 </searchLink><i>NLM ISO Abbreviation: </i>Artif Intell Med <i>Subsets: </i>MEDLINE
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