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The Macroscope: A tool for examining the historical structure of language

The recent rise in digitized historical text has made it possible to quantitatively study our psychological past. This involves understanding changes in what words meant, how words were used, and how these changes may have responded to changes in the environment, such as in healthcare, wealth dispar...

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Detalles Bibliográficos
Autores principales: Li, Ying, Engelthaler, Tomas, Siew, Cynthia S. Q., Hills, Thomas T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6690860/
https://www.ncbi.nlm.nih.gov/pubmed/30746643
http://dx.doi.org/10.3758/s13428-018-1177-6
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author Li, Ying
Engelthaler, Tomas
Siew, Cynthia S. Q.
Hills, Thomas T.
author_facet Li, Ying
Engelthaler, Tomas
Siew, Cynthia S. Q.
Hills, Thomas T.
author_sort Li, Ying
collection PubMed
description The recent rise in digitized historical text has made it possible to quantitatively study our psychological past. This involves understanding changes in what words meant, how words were used, and how these changes may have responded to changes in the environment, such as in healthcare, wealth disparity, and war. Here we make available a tool, the Macroscope, for studying historical changes in language over the last two centuries. The Macroscope uses over 155 billion words of historical text, which will grow as we include new historical corpora, and derives word properties from frequency-of-usage and co-occurrence patterns over time. Using co-occurrence patterns, the Macroscope can track changes in semantics, allowing researchers to identify semantically stable and unstable words in historical text and providing quantitative information about changes in a word’s valence, arousal, and concreteness, as well as information about new properties, such as semantic drift. The Macroscope provides information about both the local and global properties of words, as well as information about how these properties change over time, allowing researchers to visualize and download data in order to make inferences about historical psychology. Although quantitative historical psychology represents a largely new field of study, we see this work as complementing a wealth of other historical investigations, offering new insights and new approaches to understanding existing theory. The Macroscope is available online at http://www.macroscope.tech.
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spelling pubmed-66908602019-08-26 The Macroscope: A tool for examining the historical structure of language Li, Ying Engelthaler, Tomas Siew, Cynthia S. Q. Hills, Thomas T. Behav Res Methods Article The recent rise in digitized historical text has made it possible to quantitatively study our psychological past. This involves understanding changes in what words meant, how words were used, and how these changes may have responded to changes in the environment, such as in healthcare, wealth disparity, and war. Here we make available a tool, the Macroscope, for studying historical changes in language over the last two centuries. The Macroscope uses over 155 billion words of historical text, which will grow as we include new historical corpora, and derives word properties from frequency-of-usage and co-occurrence patterns over time. Using co-occurrence patterns, the Macroscope can track changes in semantics, allowing researchers to identify semantically stable and unstable words in historical text and providing quantitative information about changes in a word’s valence, arousal, and concreteness, as well as information about new properties, such as semantic drift. The Macroscope provides information about both the local and global properties of words, as well as information about how these properties change over time, allowing researchers to visualize and download data in order to make inferences about historical psychology. Although quantitative historical psychology represents a largely new field of study, we see this work as complementing a wealth of other historical investigations, offering new insights and new approaches to understanding existing theory. The Macroscope is available online at http://www.macroscope.tech. Springer US 2019-02-11 2019 /pmc/articles/PMC6690860/ /pubmed/30746643 http://dx.doi.org/10.3758/s13428-018-1177-6 Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Article
Li, Ying
Engelthaler, Tomas
Siew, Cynthia S. Q.
Hills, Thomas T.
The Macroscope: A tool for examining the historical structure of language
title The Macroscope: A tool for examining the historical structure of language
title_full The Macroscope: A tool for examining the historical structure of language
title_fullStr The Macroscope: A tool for examining the historical structure of language
title_full_unstemmed The Macroscope: A tool for examining the historical structure of language
title_short The Macroscope: A tool for examining the historical structure of language
title_sort macroscope: a tool for examining the historical structure of language
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6690860/
https://www.ncbi.nlm.nih.gov/pubmed/30746643
http://dx.doi.org/10.3758/s13428-018-1177-6
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