Factors associated with sufficient knowledge of antibiotics and antimicrobial resistance in the Japanese general population

Autor: Shinya Tsuzuki, Keisuke Horiuchi, Niina Fujitsuka, Norio Ohmagari, Rie Takahashi, Yumiko Fujitomo, Shinpei Ijichi, Yoshiaki Gu
Jazyk: angličtina
Rok vydání: 2020
Předmět:
Zdroj: Scientific reports
Scientific Reports, Vol 10, Iss 1, Pp 1-9 (2020)
Scientific Reports
ISSN: 2045-2322
Popis: 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.
Databáze: OpenAIRE