IMSC 2024
Innovation Measurement for Scientific Communication in the Era of Big Data 2024

Table of Contents

• Preface to the Workshop of the 2nd Innovation Measurement for Scientific Communication (IMSC) in the Era of Big Data (JCDL2024) 1-5
  Zhongyi Wang, Haihua Chen, Chengzhi Zhang,Yi Bu, Wei Lu, Jian Wu
  Summary: There were 22 papers submitted for peer-review to this workshop. Out of these, 10 papers were accepted for this volume, 2 as regular papers, 4 as short papers and, 4 as power talks.

Session 1: Definitions for innovation and methods for its measurement

• What is academic innovation: a concept analysis 6-14
  Shouyu Li, Danlei Chen, Bolin Hua
• Identifying Emerging Topics in Specific Domains via Novelty Analysis of Entities in Future Work Sentences from Academic Articles 15-30
  Yang Yang, Yi Xiang, Chengzhi Zhang
• Entity-Citation-Driven Academic Impact Measurement in Scientific Paper 31-37
  Xinyan Gao, Chong Chen, Wenxi Li, Yongxin He
• Research on Paper Semantic Novelty Measurement Based on Large Language Model 38-41
  Xinpeng Qiu, Jing Li

Session 2: Applications of innovation measurement

• Novelty Assessment of Chinese Academic Articles in Information Resources Management: A Comparison of Knowledge Entity and Reference-Based Methods 42-59
  Yanqi Ren, Chen Yang, Yi Zhao, Heng Zhang, Chengzhi Zhang
• Freshness and Informativity Weighted Cognitive Extent and Its Correlation with Cumulative Citation Count 60-68
  Zihe Wang, Jian Wu
• Relationship Between Paper Authorship Roles and Novelty from a Gender Perspective: Evidence from 81,137 PLOS ONE Articles 69-74
  Jiaqi Zeng, Yi Zhao, Chengzhi Zhang
• Revealing the Research Deviation of AI Research Between China and the U.S. 75-78
  Han Sun, Guo Chen
• Technology Topic Evolution from the Perspective of Patent Validity 79-82
  Jinzhu Zhang, Runze Chen
• Can the strength of co-citation linkages be evaluated using context-aware citation network embeddings? 83-86
  Masaki Eto