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Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling
Recent cultural studies have discussed universality and diversity in human behavior using numerous samples investigated worldwide. We aimed to quantitatively extend this discussion to various research activities in psychology in terms of geographic regions and time trends. Most psychology department...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8716499/ https://www.ncbi.nlm.nih.gov/pubmed/34975665 http://dx.doi.org/10.3389/fpsyg.2021.773916 |
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author | Otsuka, Sachio Ueda, Yoshiyuki Saiki, Jun |
author_facet | Otsuka, Sachio Ueda, Yoshiyuki Saiki, Jun |
author_sort | Otsuka, Sachio |
collection | PubMed |
description | Recent cultural studies have discussed universality and diversity in human behavior using numerous samples investigated worldwide. We aimed to quantitatively extend this discussion to various research activities in psychology in terms of geographic regions and time trends. Most psychology departments have specialists in various fields of psychology. Further, research institutions in all regions typically aim to provide systematic and balanced research education. Nevertheless, most researchers recognize universal features and patterns of diversity in research activities in psychology in terms of regional differences and time trends. However, these arguments remain intuitive and vague, and no studies have conducted quantitative analyses. To this end, we conducted topic modeling for the abstracts of psychological articles with the regions of author affiliations and publication periods as covariates. The results showed that the topic proportions related to basic research were high in North-Central America, whereas those related to clinical research were high in Europe. Interestingly, the regional differences shown by topic modeling were not observed in the frequency analysis of keywords, indicating that topic modeling revealed implicit characteristics. Moreover, we observed an increasing trend of neuroscience topics across publication periods. However, this trend was not valid for the psychology journal Psychological Science. Taken together, our results suggest diversity of geographic regions and periods in research activities in psychology. More importantly, our findings indicate that universality holds neither for human behavior nor research activities on human mental processes. |
format | Online Article Text |
id | pubmed-8716499 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87164992021-12-31 Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling Otsuka, Sachio Ueda, Yoshiyuki Saiki, Jun Front Psychol Psychology Recent cultural studies have discussed universality and diversity in human behavior using numerous samples investigated worldwide. We aimed to quantitatively extend this discussion to various research activities in psychology in terms of geographic regions and time trends. Most psychology departments have specialists in various fields of psychology. Further, research institutions in all regions typically aim to provide systematic and balanced research education. Nevertheless, most researchers recognize universal features and patterns of diversity in research activities in psychology in terms of regional differences and time trends. However, these arguments remain intuitive and vague, and no studies have conducted quantitative analyses. To this end, we conducted topic modeling for the abstracts of psychological articles with the regions of author affiliations and publication periods as covariates. The results showed that the topic proportions related to basic research were high in North-Central America, whereas those related to clinical research were high in Europe. Interestingly, the regional differences shown by topic modeling were not observed in the frequency analysis of keywords, indicating that topic modeling revealed implicit characteristics. Moreover, we observed an increasing trend of neuroscience topics across publication periods. However, this trend was not valid for the psychology journal Psychological Science. Taken together, our results suggest diversity of geographic regions and periods in research activities in psychology. More importantly, our findings indicate that universality holds neither for human behavior nor research activities on human mental processes. Frontiers Media S.A. 2021-12-16 /pmc/articles/PMC8716499/ /pubmed/34975665 http://dx.doi.org/10.3389/fpsyg.2021.773916 Text en Copyright © 2021 Otsuka, Ueda and Saiki. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Otsuka, Sachio Ueda, Yoshiyuki Saiki, Jun Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling |
title | Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling |
title_full | Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling |
title_fullStr | Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling |
title_full_unstemmed | Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling |
title_short | Diversity in Psychological Research Activities: Quantitative Approach With Topic Modeling |
title_sort | diversity in psychological research activities: quantitative approach with topic modeling |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8716499/ https://www.ncbi.nlm.nih.gov/pubmed/34975665 http://dx.doi.org/10.3389/fpsyg.2021.773916 |
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