Cargando…

The acute mania of King George III: A computational linguistic analysis

We used a computational linguistic approach, exploiting machine learning techniques, to examine the letters written by King George III during mentally healthy and apparently mentally ill periods of his life. The aims of the study were: first, to establish the existence of alterations in the King’s w...

Descripción completa

Detalles Bibliográficos
Autores principales: Rentoumi, Vassiliki, Peters, Timothy, Conlin, Jonathan, Garrard, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5362044/
https://www.ncbi.nlm.nih.gov/pubmed/28328964
http://dx.doi.org/10.1371/journal.pone.0171626
_version_ 1782516891105886208
author Rentoumi, Vassiliki
Peters, Timothy
Conlin, Jonathan
Garrard, Peter
author_facet Rentoumi, Vassiliki
Peters, Timothy
Conlin, Jonathan
Garrard, Peter
author_sort Rentoumi, Vassiliki
collection PubMed
description We used a computational linguistic approach, exploiting machine learning techniques, to examine the letters written by King George III during mentally healthy and apparently mentally ill periods of his life. The aims of the study were: first, to establish the existence of alterations in the King’s written language at the onset of his first manic episode; and secondly to identify salient sources of variation contributing to the changes. Effects on language were sought in two control conditions (politically stressful vs. politically tranquil periods and seasonal variation). We found clear differences in the letter corpus, across a range of different features, in association with the onset of mental derangement, which were driven by a combination of linguistic and information theory features that appeared to be specific to the contrast between acute mania and mental stability. The paucity of existing data relevant to changes in written language in the presence of acute mania suggests that lexical, syntactic and stylometric descriptions of written discourse produced by a cohort of patients with a diagnosis of acute mania will be necessary to support the diagnosis independently and to look for other periods of mental illness of the course of the King’s life, and in other historically significant figures with similarly large archives of handwritten documents.
format Online
Article
Text
id pubmed-5362044
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-53620442017-04-06 The acute mania of King George III: A computational linguistic analysis Rentoumi, Vassiliki Peters, Timothy Conlin, Jonathan Garrard, Peter PLoS One Research Article We used a computational linguistic approach, exploiting machine learning techniques, to examine the letters written by King George III during mentally healthy and apparently mentally ill periods of his life. The aims of the study were: first, to establish the existence of alterations in the King’s written language at the onset of his first manic episode; and secondly to identify salient sources of variation contributing to the changes. Effects on language were sought in two control conditions (politically stressful vs. politically tranquil periods and seasonal variation). We found clear differences in the letter corpus, across a range of different features, in association with the onset of mental derangement, which were driven by a combination of linguistic and information theory features that appeared to be specific to the contrast between acute mania and mental stability. The paucity of existing data relevant to changes in written language in the presence of acute mania suggests that lexical, syntactic and stylometric descriptions of written discourse produced by a cohort of patients with a diagnosis of acute mania will be necessary to support the diagnosis independently and to look for other periods of mental illness of the course of the King’s life, and in other historically significant figures with similarly large archives of handwritten documents. Public Library of Science 2017-03-22 /pmc/articles/PMC5362044/ /pubmed/28328964 http://dx.doi.org/10.1371/journal.pone.0171626 Text en © 2017 Rentoumi et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Rentoumi, Vassiliki
Peters, Timothy
Conlin, Jonathan
Garrard, Peter
The acute mania of King George III: A computational linguistic analysis
title The acute mania of King George III: A computational linguistic analysis
title_full The acute mania of King George III: A computational linguistic analysis
title_fullStr The acute mania of King George III: A computational linguistic analysis
title_full_unstemmed The acute mania of King George III: A computational linguistic analysis
title_short The acute mania of King George III: A computational linguistic analysis
title_sort acute mania of king george iii: a computational linguistic analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5362044/
https://www.ncbi.nlm.nih.gov/pubmed/28328964
http://dx.doi.org/10.1371/journal.pone.0171626
work_keys_str_mv AT rentoumivassiliki theacutemaniaofkinggeorgeiiiacomputationallinguisticanalysis
AT peterstimothy theacutemaniaofkinggeorgeiiiacomputationallinguisticanalysis
AT conlinjonathan theacutemaniaofkinggeorgeiiiacomputationallinguisticanalysis
AT garrardpeter theacutemaniaofkinggeorgeiiiacomputationallinguisticanalysis
AT rentoumivassiliki acutemaniaofkinggeorgeiiiacomputationallinguisticanalysis
AT peterstimothy acutemaniaofkinggeorgeiiiacomputationallinguisticanalysis
AT conlinjonathan acutemaniaofkinggeorgeiiiacomputationallinguisticanalysis
AT garrardpeter acutemaniaofkinggeorgeiiiacomputationallinguisticanalysis