| Vol-3982 urn:nbn:de:0074-3982-X Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

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

### Proceedings of 2nd Workshop on Innovation Measurement for Scientific Communication (IMSC) in the Era of Big Data co-located with the ACM/IEEE Joint Conference on Digital Libraries 2024

### Hong Kong and online, Dec 20th, 2024.

Edited by

### Zhongyi Wang *
Haihua Chen **
Chengzhi Zhang ***
Yi Bu ****
Wei Lu *****
Jian Wu ******

* Central China Normal University, China
** University of North Texas, USA
*** Nanjing University of Science and Technology, China
**** Peking University, China
***** Wuhan University, China
****** Old Dominion University, USA

## 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

2025-05-26: submitted by Chengzhi Zhang, metadata incl. bibliographic data published under Creative Commons CC0
2025-06-24: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|