Mourao-Miranda, J;
Reinders, AA;
Rocha-Rego, V;
Lappin, J;
Rondina, J;
Morgan, C;
Morgan, KD;
... Dazzan, P; + view all
(2012)
Individualized prediction of illness course at the first psychotic episode: a support vector machine MRI study.
Psychological Medicine
, 42
(5)
1037 -1047.
10.1017/S0033291711002005.
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Abstract
To date, magnetic resonance imaging (MRI) has made little impact on the diagnosis and monitoring of psychoses in individual patients. In this study, we used a support vector machine (SVM) whole-brain classification approach to predict future illness course at the individual level from MRI data obtained at the first psychotic episode.
| Type: | Article |
|---|---|
| Title: | Individualized prediction of illness course at the first psychotic episode: a support vector machine MRI study |
| Location: | England |
| Open access status: | An open access version is available from UCL Discovery |
| DOI: | 10.1017/S0033291711002005 |
| Publisher version: | http://dx.doi.org/10.1017/S0033291711002005 |
| Language: | English |
| Additional information: | Copyright © Cambridge University Press 2011 The online version of this article is published within an Open Access environment subject to the conditions of the Creative Commons Attribution-NonCommercial-ShareAlike licence http://creativecommons.org/licenses/by-nc-sa/2.5/. The written permission of Cambridge University Press must be obtained for commercial re-use. PMCID: PMC3315786 |
| Keywords: | Adult, Brain, Brain mapping, Cohort studies, Disease progression, Female, Follow-up Studies, Humans, Image processing, Computer-assisted, Individuality, Magnetic Resonance Imaging, Male, Observer variation, Predictive value of tests, Psychotic disorders, Reproducibility of results, Support vector machines |
| UCL classification: | UCL UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > UCL Queen Square Institute of Neurology UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > UCL Queen Square Institute of Neurology > Brain Repair and Rehabilitation UCL > Provost and Vice Provost Offices > UCL BEAMS UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science |
| URI: | https://discovery.ucl.ac.uk/id/eprint/1334112 |
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