Department of Sociology, College of Social Science, Seoul National University, Seoul, Republic of Korea.
The Institute for Social Development and Policy Research, Seoul National University, Seoul, Republic of Korea.
PLoS One. 2020 Aug 24;15(8):e0238026. doi: 10.1371/journal.pone.0238026. eCollection 2020.
This study aims to analyze the formation of the frame of breast cancer research. To test our hypothesis that the research frame depends on the funding sources, we collected the abstracts of 48,448 breast cancer research papers from PubMed and applied structural topic modeling, word network analysis, and LASSO logistic regression to the data. In particular, we analyzed the relationship between funding sources and the molecularization of breast cancer knowledge. The results show that government-funded research is likely to have molecular objects or population as the unit of interest, whereas the research not funded by the government is likely to have individual patients as the unit of interest in relation to specific treatments. This phenomenon is attributed to the different interests of government institutions and the private sector. This study improves our understanding of molecularization and medical knowledge production.
本研究旨在分析乳腺癌研究框架的形成。为了检验我们的假设,即研究框架取决于资金来源,我们从 PubMed 中收集了 48448 篇乳腺癌研究论文的摘要,并对数据应用了结构主题建模、词网络分析和 LASSO 逻辑回归。特别是,我们分析了资金来源与乳腺癌知识分子化之间的关系。结果表明,政府资助的研究可能以分子对象或人群为关注对象,而没有政府资助的研究则可能以个体患者为关注对象,与特定治疗相关。这种现象归因于政府机构和私营部门的不同利益。本研究提高了我们对分子化和医学知识生产的理解。