公共卫生领域中可重复性研究实践的应用:公共卫生分析师调查。
Use of reproducible research practices in public health: A survey of public health analysts.
机构信息
Brown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.
Center for Public Health Systems Science, Brown School, Washington University in St. Louis, St. Louis, Missouri, United States of America.
出版信息
PLoS One. 2018 Sep 12;13(9):e0202447. doi: 10.1371/journal.pone.0202447. eCollection 2018.
OBJECTIVE
Use of reproducible research practices improves the quality of science and the speed of scientific development. We sought to understand use of reproducible research practices in public health and associated barriers and facilitators.
METHODS
In late 2017, we surveyed members of the American Public Health Association Applied Public Health Statistics section and others; 247 of 278 who screened eligible answered the survey, and 209 answered every applicable question. The survey included questions about file management, code annotation and documentation, reproducibility of analyses, and facilitators and barriers of using reproducible practices.
RESULTS
Just 14.4% of participants had shared code, data, or both. Many participants reported their data (33%) and code (43.2%) would be difficult for colleagues to find if they left their institution. Top reported barriers to using reproducible practices were data privacy (49.8%) and lack of time (41.7%). Participants suggested training (50.9%) and requirements by journals (44.4%) and funders (40.2%) to increase use of reproducible research practices.
CONCLUSIONS
Increasing use of reproducible research practices is important for public health and requires action from researchers, training programs, funders, and journals.
目的
可重复性研究实践的使用可以提高科学质量和科学发展速度。我们旨在了解公共卫生领域中可重复性研究实践的使用情况,以及相关的障碍和促进因素。
方法
2017 年末,我们对美国公共卫生协会应用公共卫生统计部门的成员及其他人员进行了调查;在 278 名符合筛选条件的人中,有 247 名回答了调查,其中 209 名回答了所有适用的问题。调查包括有关文件管理、代码注释和文档、分析可重复性以及使用可重复性实践的促进因素和障碍的问题。
结果
只有 14.4%的参与者共享了代码、数据或两者。许多参与者报告说,如果他们离开所在机构,同事们将很难找到他们的数据(33%)和代码(43.2%)。报告的使用可重复性研究实践的主要障碍是数据隐私(49.8%)和缺乏时间(41.7%)。参与者建议通过培训(50.9%)以及期刊(44.4%)和资助者(40.2%)的要求来增加可重复性研究实践的使用。
结论
增加可重复性研究实践的使用对于公共卫生非常重要,需要研究人员、培训计划、资助者和期刊采取行动。
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