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Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population
We conducted two online surveys about antibiotics targeted at the Japanese general population in March 2017 and February 2018. In total, 6,982 participants completed the questionnaire. Factors associated with knowledge of antibiotics, knowledge of antimicrobial resistance (AMR) and appropriate behav...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7044168/ https://www.ncbi.nlm.nih.gov/pubmed/32103110 http://dx.doi.org/10.1038/s41598-020-60444-1 |
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author | Tsuzuki, Shinya Fujitsuka, Niina Horiuchi, Keisuke Ijichi, Shinpei Gu, Yoshiaki Fujitomo, Yumiko Takahashi, Rie Ohmagari, Norio |
author_facet | Tsuzuki, Shinya Fujitsuka, Niina Horiuchi, Keisuke Ijichi, Shinpei Gu, Yoshiaki Fujitomo, Yumiko Takahashi, Rie Ohmagari, Norio |
author_sort | Tsuzuki, Shinya |
collection | PubMed |
description | We conducted two online surveys about antibiotics targeted at the Japanese general population in March 2017 and February 2018. In total, 6,982 participants completed the questionnaire. Factors associated with knowledge of antibiotics, knowledge of antimicrobial resistance (AMR) and appropriate behavioural changes were evaluated by a machine learning approach using DataRobot. Factors strongly associated with three dependent variables in the model were extracted based on permuation importance. We found that the strongest determinant of knowledge of antibiotics and AMR was education level. Knowledge of antibiotics was strongly associated with the frequency of internet use. Exposure to primary information was associated with motivation for appropriate behavioural changes. Improving the availability of primary information would be a beneficial intervention. Individuals lacking higher education and without opportunities to obtain primary information should be considered a target population for effective interventions. |
format | Online Article Text |
id | pubmed-7044168 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-70441682020-03-03 Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population Tsuzuki, Shinya Fujitsuka, Niina Horiuchi, Keisuke Ijichi, Shinpei Gu, Yoshiaki Fujitomo, Yumiko Takahashi, Rie Ohmagari, Norio Sci Rep Article We conducted two online surveys about antibiotics targeted at the Japanese general population in March 2017 and February 2018. In total, 6,982 participants completed the questionnaire. Factors associated with knowledge of antibiotics, knowledge of antimicrobial resistance (AMR) and appropriate behavioural changes were evaluated by a machine learning approach using DataRobot. Factors strongly associated with three dependent variables in the model were extracted based on permuation importance. We found that the strongest determinant of knowledge of antibiotics and AMR was education level. Knowledge of antibiotics was strongly associated with the frequency of internet use. Exposure to primary information was associated with motivation for appropriate behavioural changes. Improving the availability of primary information would be a beneficial intervention. Individuals lacking higher education and without opportunities to obtain primary information should be considered a target population for effective interventions. Nature Publishing Group UK 2020-02-26 /pmc/articles/PMC7044168/ /pubmed/32103110 http://dx.doi.org/10.1038/s41598-020-60444-1 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Tsuzuki, Shinya Fujitsuka, Niina Horiuchi, Keisuke Ijichi, Shinpei Gu, Yoshiaki Fujitomo, Yumiko Takahashi, Rie Ohmagari, Norio Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population |
title | Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population |
title_full | Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population |
title_fullStr | Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population |
title_full_unstemmed | Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population |
title_short | Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population |
title_sort | factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the japanese general population |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7044168/ https://www.ncbi.nlm.nih.gov/pubmed/32103110 http://dx.doi.org/10.1038/s41598-020-60444-1 |
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