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An Analysis of the Abstracts Presented at the Annual Meetings of the Society for Neuroscience from 2001 to 2006

机译:2001年至2006年在神经科学学会年会上发表的摘要分析

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摘要

Annual meeting abstracts published by scientific societies often contain rich arrays of information that can be computationally mined and distilled to elucidate the state and dynamics of the subject field. We extracted and processed abstract data from the Society for Neuroscience (SFN) annual meeting abstracts during the period 2001–2006 in order to gain an objective view of contemporary neuroscience. An important first step in the process was the application of data cleaning and disambiguation methods to construct a unified database, since the data were too noisy to be of full utility in the raw form initially available. Using natural language processing, text mining, and other data analysis techniques, we then examined the demographics and structure of the scientific collaboration network, the dynamics of the field over time, major research trends, and the structure of the sources of research funding. Some interesting findings include a high geographical concentration of neuroscience research in the north eastern United States, a surprisingly large transient population (66% of the authors appear in only one out of the six studied years), the central role played by the study of neurodegenerative disorders in the neuroscience community, and an apparent growth of behavioral/systems neuroscience with a corresponding shrinkage of cellular/molecular neuroscience over the six year period. The results from this work will prove useful for scientists, policy makers, and funding agencies seeking to gain a complete and unbiased picture of the community structure and body of knowledge encapsulated by a specific scientific domain.
机译:科学协会出版的年会摘要通常包含丰富的信息,可以通过计算和提取这些信息来阐明主题领域的状态和动态。我们从2001-2006年间从神经科学学会(SFN)年会摘要中提取和处理了抽象数据,以便对当代神经科学有一个客观的认识。该过程中重要的第一步是应用数据清理和消歧方法来构建统一的数据库,因为数据太嘈杂以致无法以最初可用的原始形式完全使用。然后,我们使用自然语言处理,文本挖掘和其他数据分析技术,检查了科学协作网络的人口统计和结构,随着时间推移的领域动态,主要研究趋势以及研究经费来源的结构。一些有趣的发现包括在美国东北部神经科学研究领域的高度集中,令人惊讶的大量暂住人口(66%的作者出现在研究的六年中只有一年),神经退行性研究的核心作用神经科学界的疾病,以及行为/系统神经科学的明显增长,并在六年期间相应地减少了细胞/分子神经科学。这项工作的结果将证明对寻求获得由特定科学领域封装的社区结构和知识体系的完整且公正的图片的科学家,政策制定者和资助机构有用。

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