Explainable Normative Modeling for Brain Disorder Identification in Resting-State fMRI.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE transactions on medical imaging"
DOI: 10.1109/tmi.2025.3631105
Abstract: Accurate identification of brain disorders enables timely intervention and improved patient outcomes. While numerous studies have developed AI models for resting-state functional magnetic resonance imaging (rs-fMRI) analysis, most rely on supervised learning, which can overlook… read more here.
Keywords: normality; brain; fmri; normative modeling ... See more keywords
Toward precision psychiatry using HD-EEG and normative modeling
Sign Up to like & getrecommendations! Published in 2025 at "European Psychiatry"
DOI: 10.1192/j.eurpsy.2025.288
Abstract: Introduction Electroencephalography (EEG) has been extensively studied for decades in psychiatric research. However, its integration into clinical practice as a diagnostic or prognostic tool remains unachieved. We hypothesize that a key reason for this is… read more here.
Keywords: among patients; normative modeling; precision psychiatry; eeg normative ... See more keywords
A normative modeling approach to quantify white matter changes and predict functional outcomes in stroke patients
Sign Up to like & getrecommendations! Published in 2024 at "Frontiers in Neuroscience"
DOI: 10.3389/fnins.2024.1334508
Abstract: Objectives The diverse nature of stroke necessitates individualized assessment, presenting challenges to case-control neuroimaging studies. The normative model, measuring deviations from a normal distribution, provides a solution. We aim to evaluate stroke-induced white matter microstructural… read more here.
Keywords: white matter; normative modeling; stroke patients; modeling approach ... See more keywords