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A prior-sampling conditional variational autoencoder for neuroimaging normative modelling: Benchmarking deep learning against statistical approaches.

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Title: A prior-sampling conditional variational autoencoder for neuroimaging normative modelling: Benchmarking deep learning against statistical approaches.
Authors: Ho MP; Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales (UNSW), Sydney, NSW, Australia., Song Y; School of Computer Science and Engineering, Faculty of Engineering, University of New South Wales (UNSW), Sydney, NSW, Australia., Sachdev PS; Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales (UNSW), Sydney, NSW, Australia.; Neuropsychiatric Institute (NPI), Euroa Centre, Prince of Wales Hospital, Sydney, NSW, Australia., Fan L; Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales (UNSW), Sydney, NSW, Australia., Jiang J; Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales (UNSW), Sydney, NSW, Australia., Wen W; Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales (UNSW), Sydney, NSW, Australia.; Neuropsychiatric Institute (NPI), Euroa Centre, Prince of Wales Hospital, Sydney, NSW, Australia.
Source: Imaging neuroscience (Cambridge, Mass.) [Imaging Neurosci (Camb)] 2026 Jan 12; Vol. 4. Date of Electronic Publication: 2026 Jan 12 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: The MIT Press Country of Publication: United States NLM ID: 9918663686606676 Publication Model: eCollection Cited Medium: Internet ISSN: 2837-6056 (Electronic) Linking ISSN: 28376056 NLM ISO Abbreviation: Imaging Neurosci (Camb) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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        Value: 10.1162/IMAG.a.1098
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              Text: 2026 Jan 12
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