Machine Learning for Precision Psychiatry: Opportunities and Challenges

• MRI-derived estimation of biological aging in patients with affective disorders in a 9-year follow-up - a prospective marker of future recurrence

  2025 medRxiv preprint Medicine Bipolar Disorder and Treatment Open access

  0

  citations
• Limited generalizability of multivariate brain-based dimensions of child psychiatric symptoms

  2024 Communications Psychology article Neuroscience Functional Brain Connectivity Studies Open access

  14

  citations
• Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium

  2023 NeuroImage article Psychology Posttraumatic Stress Disorder Research Open access

  22

  citations
• Multimodal Imaging-Based Classification of PTSD Using Data-Driven Computational Approaches: A Multisite Big Data Study from the ENIGMA-PGC PTSD Consortium

  2022 bioRxiv (Cold Spring Harbor Laboratory) preprint Psychology Posttraumatic Stress Disorder Research Open access

  0

  citations
• Brain-Based Classification of Youth with Anxiety Disorders: an ENIGMA-ANXIETY Transdiagnostic Examination using Machine Learning

  2022 preprint Psychology Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes Open access

  0

  citations
• Pattern learning reveals brain asymmetry to be linked to socioeconomic status

  2022 Cerebral Cortex Communications article Neuroscience Hemispheric Asymmetry in Neuroscience Open access

  13

  citations
• Neurobiological substrates of the positive formal thought disorder in schizophrenia revealed by seed connectome-based predictive modeling

  2021 NeuroImage Clinical article Neuroscience Functional Brain Connectivity Studies Open access

  25

  citations
• Single-subject Prediction: A Statistical Paradigm for Precision Psychiatry

  2021 Springer eBooks book-chapter Neuroscience Functional Brain Connectivity Studies

  4

  citations
• Patterns of autism symptoms: hidden structure in the ADOS and ADI-R instruments

  2020 Translational Psychiatry article Neuroscience Autism Spectrum Disorder Research Open access

  35

  citations
• Inferring disease subtypes from clusters in explanation space

  2020 Scientific Reports article Computer Science Explainable Artificial Intelligence (XAI) Open access

  32

  citations
• Finding the needle in a high-dimensional haystack: Canonical correlation analysis for neuroscientists

  2020 NeuroImage article Mathematics Statistical Methods and Applications Open access

  273

  citations

11 results