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A dataset of publication records for Nobel laureates

机译:诺贝尔奖获得者出版物记录的数据集

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摘要

A central question in the science of science concerns how to develop a quantitative understanding of the evolution and impact of individual careers. Over the course of history, a relatively small fraction of individuals have made disproportionate, profound, and lasting impacts on science and society. Despite a long-standing interest in the careers of scientific elites across diverse disciplines, it remains difficult to collect large-scale career histories that could serve as training sets for systematic empirical and theoretical studies. Here, by combining unstructured data collected from CVs, university websites, and Wikipedia, together with the publication and citation database from Microsoft Academic Graph (MAG), we reconstructed publication histories of nearly all Nobel prize winners from the past century, through both manual curation and algorithmic disambiguation procedures. Data validation shows that the collected dataset presents among the most comprehensive collection of publication records for Nobel laureates currently available. As our quantitative understanding of science deepens, this dataset is expected to have increasing value. It will not only allow us to quantitatively probe novel patterns of productivity, collaboration, and impact governing successful scientific careers, it may also help us unearth the fundamental principles underlying creativity and the genesis of scientific breakthroughs.
机译:科学科学中的一个中心问题是如何对个体职业的发展和影响进行定量的了解。在整个历史过程中,相对较小的个体对科学和社会产生了不成比例,深刻而持久的影响。尽管长期以来人们对跨学科的科学精英的职业兴趣浓厚,但仍然难以收集可作为系统的经验和理论研究训练集的大规模职业历史。在这里,通过结合从简历,大学网站和Wikipedia收集的非结构化数据,再加上Microsoft Academic Graph(MAG)的出版物和引文数据库,我们通过人工策划,重构了过去一个世纪几乎所有诺贝尔奖获得者的出版物历史和算法消除歧义的程序。数据验证表明,收集到的数据集是目前可获得的诺贝尔奖获得者最全面的出版物记录中的一部分。随着我们对科学的定量理解加深,该数据集有望具有越来越高的价值。它不仅使我们能够定量地探究生产力,协作和影响成功的科学事业的新模式,还可以帮助我们发掘创造力和科学突破的起源的基本原理。

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