{"title":"Gender differences in research topic and method convergence among collaborating scholars in library and information science","authors":"Chengzhi Zhang, Linlei Xie, Siqi Wei","doi":"10.1016/j.lisr.2025.101353","DOIUrl":null,"url":null,"abstract":"<div><div>Gender differences in research topic choice and methodology among collaborating scholars were explored. Previous studies have focused on gender differences in research topics or methods at the individual level of scholars, without considering collaborating groups. Employing the Top2Vec method for topic identification and the CogFT model for research method classification, collaborative scholarship in library and information science was studied. A total of 25,204 papers published between 1990 and 2022 were systematically analyzed to investigate gender differences in the convergence of research topics and method choices among collaborating scholars in this field. Results of the study found that female scholars showed lower convergence in their research methods and topic choices compared to male scholars. Findings may serve as a reference for other disciplines and research questions.</div></div>","PeriodicalId":47618,"journal":{"name":"Library & Information Science Research","volume":"47 2","pages":"Article 101353"},"PeriodicalIF":2.4000,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Library & Information Science Research","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0740818825000143","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"INFORMATION SCIENCE & LIBRARY SCIENCE","Score":null,"Total":0}
引用次数: 0
Abstract
Gender differences in research topic choice and methodology among collaborating scholars were explored. Previous studies have focused on gender differences in research topics or methods at the individual level of scholars, without considering collaborating groups. Employing the Top2Vec method for topic identification and the CogFT model for research method classification, collaborative scholarship in library and information science was studied. A total of 25,204 papers published between 1990 and 2022 were systematically analyzed to investigate gender differences in the convergence of research topics and method choices among collaborating scholars in this field. Results of the study found that female scholars showed lower convergence in their research methods and topic choices compared to male scholars. Findings may serve as a reference for other disciplines and research questions.
期刊介绍:
Library & Information Science Research, a cross-disciplinary and refereed journal, focuses on the research process in library and information science as well as research findings and, where applicable, their practical applications and significance. All papers are subject to a double-blind reviewing process.