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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...

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Autores principales: Tsuzuki, Shinya, Fujitsuka, Niina, Horiuchi, Keisuke, Ijichi, Shinpei, Gu, Yoshiaki, Fujitomo, Yumiko, Takahashi, Rie, Ohmagari, Norio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
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.
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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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