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Half a century of bioethics and philosophy of medicine: A topic‐modeling study

Topic modeling—a text‐mining technique often used to uncover thematic structures in large collections of texts—has been increasingly frequently used in the context of the analysis of scholarly output. In this study, we construct a corpus of 19,488 texts published since 1971 in seven leading journals...

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Autores principales: Bystranowski, Piotr, Dranseika, Vilius, Żuradzki, Tomasz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9827984/
https://www.ncbi.nlm.nih.gov/pubmed/36170119
http://dx.doi.org/10.1111/bioe.13087
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author Bystranowski, Piotr
Dranseika, Vilius
Żuradzki, Tomasz
author_facet Bystranowski, Piotr
Dranseika, Vilius
Żuradzki, Tomasz
author_sort Bystranowski, Piotr
collection PubMed
description Topic modeling—a text‐mining technique often used to uncover thematic structures in large collections of texts—has been increasingly frequently used in the context of the analysis of scholarly output. In this study, we construct a corpus of 19,488 texts published since 1971 in seven leading journals in the field of bioethics and philosophy of medicine, and we use a machine learning algorithm to identify almost 100 topics representing distinct themes of interest in the field. On the basis of intertopic correlations, we group the content‐based topics into eight clusters, thus providing a novel, fine‐grained intellectual map of bioethics and philosophy of medicine. Moreover, we conduct a number of diachronic analyses, examining how the “prominence” of different topics has changed across time. In this way, we are able to observe the distinct patterns in which bioethics and philosophy of medicine have evolved and changed their focus over the past half a century.
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spelling pubmed-98279842023-01-10 Half a century of bioethics and philosophy of medicine: A topic‐modeling study Bystranowski, Piotr Dranseika, Vilius Żuradzki, Tomasz Bioethics Original Articles Topic modeling—a text‐mining technique often used to uncover thematic structures in large collections of texts—has been increasingly frequently used in the context of the analysis of scholarly output. In this study, we construct a corpus of 19,488 texts published since 1971 in seven leading journals in the field of bioethics and philosophy of medicine, and we use a machine learning algorithm to identify almost 100 topics representing distinct themes of interest in the field. On the basis of intertopic correlations, we group the content‐based topics into eight clusters, thus providing a novel, fine‐grained intellectual map of bioethics and philosophy of medicine. Moreover, we conduct a number of diachronic analyses, examining how the “prominence” of different topics has changed across time. In this way, we are able to observe the distinct patterns in which bioethics and philosophy of medicine have evolved and changed their focus over the past half a century. John Wiley and Sons Inc. 2022-09-28 2022-11 /pmc/articles/PMC9827984/ /pubmed/36170119 http://dx.doi.org/10.1111/bioe.13087 Text en © 2022 The Authors. Bioethics published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Bystranowski, Piotr
Dranseika, Vilius
Żuradzki, Tomasz
Half a century of bioethics and philosophy of medicine: A topic‐modeling study
title Half a century of bioethics and philosophy of medicine: A topic‐modeling study
title_full Half a century of bioethics and philosophy of medicine: A topic‐modeling study
title_fullStr Half a century of bioethics and philosophy of medicine: A topic‐modeling study
title_full_unstemmed Half a century of bioethics and philosophy of medicine: A topic‐modeling study
title_short Half a century of bioethics and philosophy of medicine: A topic‐modeling study
title_sort half a century of bioethics and philosophy of medicine: a topic‐modeling study
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9827984/
https://www.ncbi.nlm.nih.gov/pubmed/36170119
http://dx.doi.org/10.1111/bioe.13087
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