Machine learning on brain MRI data for differential diagnosis of Parkinson's disease and Progressive Supranuclear Palsy.
Identifieur interne : 000367 ( Main/Exploration ); précédent : 000366; suivant : 000368Machine learning on brain MRI data for differential diagnosis of Parkinson's disease and Progressive Supranuclear Palsy.
Auteurs : C. Salvatore [Italie] ; A. Cerasa [Italie] ; I. Castiglioni [Italie] ; F. Gallivanone [Italie] ; A. Augimeri [Italie] ; M. Lopez [Italie] ; G. Arabia [Italie] ; M. Morelli [Italie] ; M C Gilardi [Italie] ; A. Quattrone [Italie]Source :
- Journal of neuroscience methods ; 2014.
English descriptors
- KwdEn :
- Aged, Algorithms, Artificial Intelligence, Brain (pathology), Corpus Callosum (pathology), Diagnosis, Differential, Female, Humans, Image Interpretation, Computer-Assisted, Magnetic Resonance Imaging, Male, Mesencephalon (pathology), Parkinson Disease (diagnosis), Parkinson Disease (pathology), Pons (pathology), Principal Component Analysis, Retrospective Studies, Sensitivity and Specificity, Support Vector Machine, Supranuclear Palsy, Progressive (diagnosis), Supranuclear Palsy, Progressive (pathology), Thalamus (pathology).
- MESH :
- diagnosis : Parkinson Disease, Supranuclear Palsy, Progressive.
- pathology : Brain, Corpus Callosum, Mesencephalon, Parkinson Disease, Pons, Supranuclear Palsy, Progressive, Thalamus.
- Aged, Algorithms, Artificial Intelligence, Diagnosis, Differential, Female, Humans, Image Interpretation, Computer-Assisted, Magnetic Resonance Imaging, Male, Principal Component Analysis, Retrospective Studies, Sensitivity and Specificity, Support Vector Machine.
Abstract
Supervised machine learning has been proposed as a revolutionary approach for identifying sensitive medical image biomarkers (or combination of them) allowing for automatic diagnosis of individual subjects. The aim of this work was to assess the feasibility of a supervised machine learning algorithm for the assisted diagnosis of patients with clinically diagnosed Parkinson's disease (PD) and Progressive Supranuclear Palsy (PSP).
DOI: 10.1016/j.jneumeth.2013.11.016
PubMed: 24286700
Affiliations:
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Le document en format XML
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<term>Female</term>
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<term>Image Interpretation, Computer-Assisted</term>
<term>Magnetic Resonance Imaging</term>
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<front><div type="abstract" xml:lang="en">Supervised machine learning has been proposed as a revolutionary approach for identifying sensitive medical image biomarkers (or combination of them) allowing for automatic diagnosis of individual subjects. The aim of this work was to assess the feasibility of a supervised machine learning algorithm for the assisted diagnosis of patients with clinically diagnosed Parkinson's disease (PD) and Progressive Supranuclear Palsy (PSP).</div>
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