Identifying Schizophrenia Using Structural MRI With a Deep Learning Algorithm

Deep neural networks in psychiatry

(2019) Daniel Durstewitz et al.   MOLECULAR PSYCHIATRY

Multi-Site Diagnostic Classification of Schizophrenia Using Discriminant Deep Learning with Functional Connectivity MRI

(2018) Ling-Li Zeng et al.   EBioMedicine

Clinical Implications and Challenges of Artificial Intelligence and Deep Learning

(2018) William W. Stead   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Using structural MRI to identify bipolar disorders – 13 site machine learning study in 3020 individuals from the ENIGMA Bipolar Disorders Working Group

(2018) Abraham Nunes et al.   MOLECULAR PSYCHIATRY

Using Machine Learning and Structural Neuroimaging to Detect First Episode Psychosis: Reconsidering the Evidence

(2018) Sandra Vieira et al.   SCHIZOPHRENIA BULLETIN

Support vector machine-based classification of first episode drug-naïve schizophrenia patients and healthy controls using structural MRI

(2017) Yuan Xiao et al.   SCHIZOPHRENIA RESEARCH

Corrigendum: Towards automatic pulmonary nodule management in lung cancer screening with deep learning

(2017) F. Ciompi et al.   Scientific Reports

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Abnormal asymmetries in subcortical brain volume in schizophrenia

(2016) N Okada et al.   MOLECULAR PSYCHIATRY

The Northwestern University Neuroimaging Data Archive (NUNDA)

(2016) Kathryn Alpert et al.   NEUROIMAGE

Northwestern University schizophrenia data sharing for SchizConnect: A longitudinal dataset for large-scale integration

(2016) Alex Kogan et al.   NEUROIMAGE

SchizConnect: Mediating neuroimaging databases on schizophrenia and related disorders for large-scale integration

(2016) Lei Wang et al.   NEUROIMAGE

Glutamatergic and Neuronal Dysfunction in Gray and White Matter: A Spectroscopic Imaging Study in a Large Schizophrenia Sample

(2016) Juan R. Bustillo et al.   SCHIZOPHRENIA BULLETIN

Auditory Cortex Characteristics in Schizophrenia: Associations With Auditory Hallucinations

(2016) Lynn Mørch-Johnsen et al.   SCHIZOPHRENIA BULLETIN

Using deep belief network modelling to characterize differences in brain morphometry in schizophrenia

(2016) Walter H. L. Pinaya et al.   Scientific Reports

Deep learning

(2015) Yann LeCun et al.   NATURE

Computer aided diagnosis of schizophrenia on resting state fMRI data by ensembles of ELM

(2015) Darya Chyzhyk et al.   NEURAL NETWORKS

The MCIC Collection: A Shared Repository of Multi-Modal, Multi-Site Brain Image Data from a Clinical Investigation of Schizophrenia

(2013) Randy L. Gollub et al.   NEUROINFORMATICS

3D Convolutional Neural Networks for Human Action Recognition

(2012) Shuiwang Ji et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it?

(2012) S Kapur et al.   MOLECULAR PSYCHIATRY

Brain Volumes in Schizophrenia: A Meta-Analysis in Over 18 000 Subjects

(2012) Sander V. Haijma et al.   SCHIZOPHRENIA BULLETIN

Are There Progressive Brain Changes in Schizophrenia? A Meta-Analysis of Structural Magnetic Resonance Imaging Studies

(2011) Bayanne Olabi et al.   BIOLOGICAL PSYCHIATRY

A dimensional approach to the psychosis spectrum between bipolar disorder and schizophrenia: The Schizo-Bipolar Scale

(2011) Matcheri S. Keshavan et al.   SCHIZOPHRENIA RESEARCH

Auditory hallucinations and brain structure in schizophrenia: voxel-based morphometric study

(2010) Igor Nenadic et al.   BRITISH JOURNAL OF PSYCHIATRY

The clinical use of structural MRI in Alzheimer disease

(2010) Giovanni B. Frisoni et al.   Nature Reviews Neurology

Towards a Mathematical Theory of Cortical Micro-circuits

(2009) Dileep George et al.   PLoS Computational Biology