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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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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. |
format | Online Article Text |
id | pubmed-9827984 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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