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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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 |
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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 |
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