信息资源管理学报2024，Vol.14Issue(6)：17-30,14.DOI:10.13365/j.jirm.2024.06.017
融合创新与认可的科研论文学术价值测度方法研究
Measuring the Academic Value of Scientific Papers by Integrating Innovation and Recognition—A Case Study in the Field of Artificial Intelligence
摘要
Abstract
The full text of papers and their citation relationships convey a significant amount of academic information,which helps characterize the connotation of academic value and improve the precision of value assessment.This study builds a new evaluation index of academic value based on the epistemology of value,integrating the factual knowledge based on the papers themselves with the contingent knowledge based on external citations,and selecting papers in the field of artificial intelligence from the Web of Science database from 1990 to 2021 as the experimental data.Compared with traditional metrics,the academic value meas-urement proposed in this study comprehensively considers the value of internal innovation(represented by in-novativeness),external recognition value(based on citation sentiment,citation intensity,and citation simi-larity).The results showed that:(1)value of internal innovation was not correlated with either the number of citations or the number of mentions;(2)value of external recognition was positively correlated with the num-ber of mentions but not significantly correlated with the number of citations;(3)and academic value was pos-itively correlated with the number of mentions,value of internal innovation,and value of external recognition,although value of external recognition was not significantly correlated with value of internal innovation.The results revealed that the impact indicator based on the number of citations has a lag and is insufficient to re-flect the paper's innovation.Compared to citation counts,the number of mentions,incorporating citation preference,shows slight improvement in measuring value of external recognition.The academic value meas-ure proposed in this study has certain advantages in integrating the internal and external values of the paper and reflecting comprehensive academic value.关键词
学术价值/内部创新价值/外部认可价值/评价指标/科学评价Key words
Academic value/Value of internal innovation/Value of external recognition/Evaluation indi-cators/Scientific evaluation分类
社会科学引用本文复制引用
吴佳纯,董克,陈星源,陈丽芳,孙佳明..融合创新与认可的科研论文学术价值测度方法研究[J].信息资源管理学报,2024,14(6):17-30,14.基金项目
本文系国家社会科学基金项目"面向代表作评价的科研论文学术价值测度研究"(21CTQ017)的研究成果之一.(This is an outcome of the project"Research on Measuring the Academic Value of Scientific Research Papers for Representative Work Evaluation"(21CTQ017)supported by the National Foundation for Social Sciences.) （21CTQ017）
