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Journal of Library and Information Science in Agriculture ›› 2023, Vol. 35 ›› Issue (9): 15-27.doi: 10.13998/j.cnki.issn1002-1248.23-0428

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Review of Full Text Citation Analysis

LI Dian, WEN Tingxiao*, XU Linyong*   

  1. School of Life Sciences, Central South University, Changsha 410006
  • Received:2023-06-30 Online:2023-09-05 Published:2024-01-12

Abstract: [Purpose/Significance] Citation analysis is an important research field of biblio-metrics, which aims to investigate the citation behavior and academic influence of literature by analyzing the citation relationship of literature. Specifically, full-text citation analysis can help researchers understand the citation relationship and academic impact of the literature more accurately and comprehensively. This paper aims to clarify the development of full-text citation analysis, review the different progress of full-text citation research, and on this basis, attempt to analyze the challenges of full-text citation analysis and the possible development direction in the future in order to better promote the development of citation analysis of the full text. [Method/Process] Key words and search formulas were determined on the CNKI database and the Web of Science database, and then the retrieved results were screened and filtered according to the summary. This paper reviews the research results of full-text citation analysis at home and abroad, and summarizes the research contents of full-text citation analysis into citation location analysis, citation intensity analysis and citation context analysis. Citation context analysis can be divided into word selection, emotion analysis, motivation and behavior analysis. At the same time, the application of citation analysis in interdisciplinary and scientific evaluation is analyzed. A summary of the differences in research content and application of full-text citation analysis at home and abroad was provided. [Results/Conclusions] The current research on citation analysis of the full text has an important connection with the chapter structure. The reference strength analysis is closely combined with the reference position analysis, and the focus is to develop new calculation methods. In the context of citation, the emphasis of citation analysis is emotional analysis. The application mainly focuses on the construction of interdisciplinary measurement and scientific evaluation system. This paper also predicts the challenges and future directions of citation analysis. The specific factors to be considered include data volume and data quality, method accuracy and efficiency, cross language reference analysis, and the improvement of visualization and interactivity. In spite of many challenges, the full text citation analysis still has great development potential. In the future, it is possible to make progress in citation semantic analysis, expansion of application field, big data analysis, data privacy protection and real-time analysis. This paper reviews the current situation, application and challenges of citation analysis, hoping to provide reference and insights for future research. At the same time, this study still has some shortcomings, based on the development of computer technology, it has some limitations in its discussion on the future development trend.

Key words: full text analysis, citation analysis, emotional analysis, reference location analysis

CLC Number: 

  • G256
[1] 周慧娴. 全文本分析视角下的科学研究范式研究——以图书情报学为例[D]. 南京: 南京理工大学, 2020.
ZHOU H X.Research on scientific research paradigm from the perspective of full text analysis[D]. Nanjing: Nanjing University of Science and Technology, 2020.
[2] 何荣利, 魏洪善. 引文在论文中的分布和被引用内容的调查与分析[J]. 图书情报工作, 2000, 44(2): 26-29.
HE R L, WEI H S.The distribution of citations in papers and the investigation and analysis of the substance quoted[J]. Library and information service, 2000, 44(2): 26-29.
[3] 李燕. 关于引文分布和引文效用的调查分析[J]. 现代情报, 2010, 30(6): 145-147.
LI Y.Investigation and analysis on the distribution of citations and effectiveness of citations[J]. Journal of modern information, 2010, 30(6): 145-147.
[4] 刘茜, 王健, 王剑, 等. 引文位置时序变化研究及其认知解释[J]. 情报杂志, 2013, 32(5): 166-169, 184.
LIU Q, WANG J, WANG J, et al.A study on timing variations in citations position and its cognitive interpretation[J]. Journal of intelligence, 2013, 32(5): 166-169, 184.
[5] HALEVI G, MOED H F.The thematic and conceptual flow of disciplinary research: A citation context analysis of thejournal of informetrics, 2007[J]. Journal of the American society for information science and technology, 2013, 64(9): 1903-1913.
[6] 胡志刚. 全文引文分析: 理论、方法与应用[M]. 北京: 科学出版社, 2016.
HU Z G.Full-text citation analysis: Theory, method and application[M]. Beijing: Science Press, 2016.
[7] 章成志, 王玉琢, 卢超. 学术专著引用行为研究——基于引文内容特征分析的视角[J]. 情报学报, 2017, 36(3): 319-330.
ZHANG C Z, WANG Y Z, LU C.Citing behavior of academic monographs - Perspective based on character analysis of citation content[J]. Journal of the China society for scientific and technical information, 2017, 36(3): 319-330.
[8] 张琳, 刘冬东, 吕琦, 等. 论文学科交叉测度研究:从全部引文到章节引文[J]. 情报学报, 2020, 39(5): 492-499.
ZHANG L, LIU D D, LYU Q, et al.Interdisciplinarity measurement in publications: From full reference analysis to sectional reference analysis[J]. Journal of the China society for scientific and technical information, 2020, 39(5): 492-499.
[9] 卢超, 章成志, 王玉琢, 等. 语义特征分析的深化——学术文献的全文计量分析研究综述[J]. 中国图书馆学报, 2021, 47(2): 110-131.
LU C, ZHANG C Z, WANG Y Z, et al.Strengthened analyses of semantic features: Review of full-text bibliometrics of academic documents[J]. Journal of library science in China, 2021, 47(2): 110-131.
[10] DING Y, LIU X Z, GUO C, et al.The distribution of references across texts: Some implications for citation analysis[J]. Journal of informetrics, 2013, 7(3): 583-592.
[11] 胡志刚, 陈超美, 刘则渊, 等. 从基于引文到基于引用——一种统计引文总被引次数的新方法[J]. 图书情报工作, 2013, 57(21): 5-10.
HU Z G, CHEN C M, LIU Z Y, et al.From counting references to counting citations: A new way to calculate the total cited times of references[J]. Library and information service, 2013, 57(21): 5-10.
[12] HU Z G, LIN G G, SUN T A, et al.Understanding multiply mentioned references[J]. Journal of informetrics, 2017, 11(4): 948-958.
[13] 王玉琢, 章成志. 考虑全文本内容的算法学术影响力分析研究[J]. 图书情报工作, 2017, 61(23): 6-14.
WANG Y Z, ZHANG C Z.Using full-text to analyse academic impact of algorithms[J]. Library and information service, 2017, 61(23): 6-14.
[14] 王佳敏, 李信, 刘齐进. 全文本文献计量分析学术沙龙综述[J]. 信息资源管理学报, 2018, 8(4): 119-125.
WANG J M, LI X, LIU Q J.A review of the academic salon on full-text bibliometric analysis[J]. Journal of information resources management, 2018, 8(4): 119-125.
[15] HYLAND K.Academic attribution: Citation and the construction of disciplinary knowledge[J]. Applied linguistics, 1999, 20(3): 341-367.
[16] KIM H J, JEONG Y K, SONG M.Content- and proximity-based author co-citation analysis using citation sentences[J]. Journal of informetrics, 2016, 10(4): 954-966.
[17] 胡志刚, 孙太安, 王贤文. 引用语境中的线索词分析——以Journal of Informetrics为例[J]. 图书情报工作, 2017, 61(23): 25-33.
HU Z G, SUN T A, WANG X W.Citation context analysis based on cue words: A case study of journal of informetrics[J]. Library and information service, 2017, 61(23): 25-33.
[18] ROSATI D.Citations are not opinions: A corpus linguistics approach to understanding how citations are made[J]. arXiv: 2104.08087,2021.
[19] MUPPIDI S, GORRIPATI S K, KISHORE B.An approach for bibliographic citation sentiment analysis using deep learning[J]. International journal of knowledge-based and intelligent engineering systems, 2021, 24(4): 353-362.
[20] AMJAD Z, IHSAN I.VerbNet based citation sentiment class as-signment using machine learning[J]. International journal of ad-vanced computer science and applications, 2020, 11(9): 621-627.
[21] VYAS V, RAVI K, RAVI V, et al.Article citation study: Context enhanced citation sentiment detection[J]. 2020: arXiv: 2005.04534, 2020.
[22] SMALL H.Interpreting maps of science using citation context sentiments: A preliminary investigation[J]. Scientometrics, 2011, 87(2): 373-388.
[23] IKRAM M T, AFZAL M T.Aspect based citation sentiment analysis using linguistic patterns for better comprehension of scientific knowledge[J]. Scientometrics, 2019, 119(1): 73-95.
[24] ALJUAID H, IFTIKHAR R, AHMAD S, et al.Important citation identification using sentiment analysis of in-text citations[J]. Telematics and informatics, 2021, 56: 101492.
[25] UMER M, SADIQ S, MISSEN M M S, et al. Scientific papers citation analysis using textual features and SMOTE resampling techniques[J]. Pattern recognition letters, 2021, 150: 250-257.
[26] MERCIER D, RIZVI S T R, RAJASHEKAR V, et al. Utilizing out-domain datasets to enhance multi-task citation analysis[J]. arXiv:2202.10884, 2022.
[27] TEUFEL S, SIDDHARTHAN A, TIDHAR D.An annotation scheme for citation function[C]// Proceedings of the 7th SIGdial Workshop on Discourse and Dialogue - Sig-DIAL' 06. Morristown, NJ, USA: Association for Computational Linguistics, 2006: 80-87.
[28] SHEN Z S, YANG L Y, PEI J S, et al.Interrelations among scientific fields and their relative influences revealed by an input-output analysis[J]. Journal of informetrics, 2016, 10(1): 82-97.
[29] STEVENS M, GIULIANO V, GARFIELD E.Can citation indexing be automated?[C]. Washington: Symposyum on Statistical Assoc Methods for Mechanized Documentation, 1964.
[30] WARRAICH N F, ALI I, TAHIRA M, et al.Factors influencing the citation behavior of Pakistani novice LIS researchers[J]. Journal of librarianship and information science, 2023, 55(2): 434-443.
[31] 邱均平, 陈晓宇, 何文静. 科研人员论文引用动机及相互影响关系研究[J]. 图书情报工作, 2015, 59(9): 36-44.
QIU J P, CHEN X Y, HE W J.Study on paper citation motivations and mutual influence of researchers[J]. Library and information service, 2015, 59(9): 36-44.
[32] LIU Y M, CHEN M.Applying text similarity algorithm to analyze the triangular citation behavior of scientists[J]. Applied soft computing, 2021, 107: 107362.
[33] 刘运梅, 张帅, 司湘云, 等. 基于内容标注的三角引用动机研究方法探析[J]. 图书情报工作, 2021, 65(10): 48-55.
LIU Y M, ZHANG S, SI X Y, et al.Investigation and research on tri-angular citation moti-vation based on content annotation[J]. Library and information service, 2021, 65(10): 48-55.
[34] LI R, CHAMBERS T, DING Y, et al.Patent citation analysis: Calculating science linkage based on citing motivation[J]. Journal of the association for information science and technology, 2014, 65(5): 1007-1017.
[35] 章成志, 徐庶睿, 卢超. 利用引文内容监测多学科交叉现象的方法与实证[J]. 图书情报工作, 2016, 60(19): 108-115.
ZHANG C Z, XU S R, LU C.Using citation content for interdisci-plinary phenomenon[J]. Library and information service, 2016, 60(19): 108-115.
[36] 王芳, 陈锋, 祝娜, 等. 我国情报学理论的来源、应用及学科专属度研究[J]. 情报学报, 2016, 35(11): 1148-1164.
WANG F, CHEN F, ZHU N, et al.Theories of information science in China: Sources, uses and discipline exclusive degrees[J]. Journal of the China society for scientific and technical information, 2016, 35(11): 1148-1164.
[37] 张慧玲, 许海云, 刘春江. 学科交叉期刊的识别方法研究[J]. 情报学报, 2018, 37(11): 1140-1153.
ZHANG H L, XU H Y, LIU C J.Study on recognition methods for interdisciplinary periodicals[J]. Journal of the China society for scientific and technical information, 2018, 37(11): 1140-1153.
[38] 徐庶睿, 卢超, 章成志. 学科交叉度的点面关系研究[J]. 图书馆论坛, 2017, 37(10): 64-70.
XU S R, LU C, ZHANG C Z.A study of interdisciplinary degree: From macro-to micro-scopic[J]. Library tribune, 2017, 37(10): 64-70.
[39] 徐庶睿, 章成志, 卢超. 利用引文内容进行主题级学科交叉类型分析[J]. 图书情报工作, 2017, 61(23): 15-24.
XU S R, ZHANG C Z, LU C.Using citation contents for the interdisciplinary type analysis at a topical level[J]. Library and information service, 2017, 61(23): 15-24.
[40] 梁镇涛, 巴志超, 徐健. 基于引文的跨学科领域发展路径分析——以眼动追踪领域为例[J]. 图书情报工作, 2019, 63(23): 65-78.
LIANG Z T, BA Z C, XU J.Development path of interdisciplinary field based on citation analysis: A case study of eye tracking[J]. Library and information service, 2019, 63(23): 65-78.
[41] HUANG L, CAI Y J, ZHAO E D, et al.Measuring the interdisciplinarity of information and library science interactions using citation analysis and semantic analysis[J]. Scientometrics, 2022, 127(11): 6733-6761.
[42] 刘丽帆, 张恒, 章成志. 基于学术文献引文内容的跨学科知识流动研究[J]. 情报理论与实践, 2022, 45(6): 24-31, 47.
LIU L F, ZHANG H, ZHANG C Z.Interdisciplinary knowledge flows based on citation contents of academic papers[J]. Information studies: Theory & application, 2022, 45(6): 24-31, 47.
[43] 孔玲, 张卫, 王东波, 等. 全文本引文视角下我国情报学跨学科知识扩散研究[J]. 文献与数据学报, 2022, 4(4): 110-128.
KONG L, ZHANG W, WANG D B, et al.Interdisciplinary knowledge diffusion in information science of China from the perspective of full-text citation[J]. Journal of library and data, 2022, 4(4): 110-128.
[44] 张艺蔓, 马秀峰, 程结晶. 融合引文内容和全文本引文分析的知识流动研究[J]. 情报杂志, 2015, 34(11): 50-54, 49.
ZHANG Y M, MA X F, CHENG J J.Research of knowledge flows based on citation content analysis[J]. Journal of intelligence, 2015, 34(11): 50-54, 49.
[45] 尹莉. “极性”概念在引文分析中应用的一个实证研究[J]. 情报杂志, 2017, 36(8): 124-130, 143.
YIN L.Empirical research on applying concept of polarity to citation analysis[J]. Journal of intelligence, 2017, 36(8): 124-130, 143.
[46] 商宪丽, 王施运, 操玉杰, 等. 基于引文内容分析的交叉领域知识内化过程研究[J]. 情报科学, 2023, 41(2): 118-125.
SHANG X L, WANG S Y, CAO Y J, et al.Analyzing the knowledge internalization process of interdisciplinary field based on citation content[J]. Information science, 2023, 41(2): 118-125.
[47] CHEN C F, LI Q A, CHIU K, et al.The impact of Chinese library and information science on outside disciplines: A citation analysis[J]. Journal of librarianship and information science, 2020, 52(2): 493-508.
[48] LEE J Y, BAEK P.Exploring the interdisciplinary nature of HRD using citation analysis[J]. The Korean journal of human resource development quarterly, 2022, 24(3): 1-35.
[49] GILIAREVSKII R S, MELNIKOVA E V.Rejection of the priority of international science citation indices in the evaluation of scientific activity results in China[J]. Scientific and technical information pro-cessing, 2020, 47(3): 194-199.
[50] CHEN S J, SONG Y H, QIU J P, et al.The effect of interdisciplinary components' citation intensity on scientific impact[J]. Libr hi tech, 2021, 39: 1084-1096.
[51] DAUD A, GHAFFAR S, AMJAD T.Citation count is not enough: Citation's context-based scientific impact evaluation[J]. IEEE transactions on computational social systems, 2022(99): 1-7.
[52] 杨思洛, 聂颖. 结合全文本分析的论文影响力评价模型研究[J]. 现代情报, 2022, 42(3): 133-146.
YANG S L, NIE Y.Research on evaluation model of papers' influence combined with full-text analysis[J]. Journal of modern information, 2022, 42(3): 133-146.
[53] 伍军红, 肖宏, 孙隽, 等. 从单篇论文引证视角改进学术期刊评价方法及其实证研究[J]. 中国科技期刊研究, 2022, 33(7): 957-964.
WU J H, XIAO H, SUN J, et al.Improving the evaluation method of academic journals from citation perspective of single paper and its empirical research[J]. Chinese journal of scientific and technical periodicals, 2022, 33(7): 957-964.
[54] 彭爱东. 专利引文分析在企业竞争情报中的应用[J]. 情报理论与实践, 2004, 27(3): 276-278.
PENG A D.The application of patent citation analysis in enterprise competitive intelligence[J]. Information studies: Theory & applica-tion, 2004, 27(3): 276-278.
[55] 闫雪, 彭爱东, 朱小聪, 等. 专利引文分析在企业竞争力研究中的应用——以联想集团为例[J]. 情报理论与实践, 2009, 32(1): 76-78, 89.
YAN X, PENG A D, ZHU X C, et al.Application of patent citation analysis in enterprise competency research[J]. Information studies: Theory & application, 2009, 32(1): 76-78, 89.
[56] 王文平, 刘云, 叶选挺. 专利引文分析在军工企业中的应用研究[J]. 兵工学报, 2009, 30(S1): 45-50.
WANG W P, LIU Y, YE X T.Research on the application of patent citation analysis in defense firms[J]. Acta armamentarii, 2009, 30(S1): 45-50.
[57] 赵黎明, 高杨, 韩宇. 专利引文分析在知识转移机制研究中的应用[J]. 科学学研究, 2002, 20(3): 297-300.
ZHAO L M, GAO Y, HAN Y.Application of patent citation analysis to the research of knowledge-transfer mechanism[J]. Studies in sci-ence of science, 2002, 20(3): 297-300.
[58] 闫昊. 中国专利引文分布特征分析与应用研究——以5G领域为例[D]. 太原: 山西大学, 2021.
YAN H.Analysis and application of Chinese patent citation distribution characteristics[D]. Taiyuan: Shanxi University, 2021.
[59] AN J, KIM N, KAN M Y, et al.Exploring characteristics of highly cited authors according to citation location and content[J]. Journal of the association for information science and technology, 2017, 68(8): 1975-1988.
[60] GASPARYAN A Y, YESSIRKEPOV M, DUISENOVA A, et al.Researcher and author impact metrics: Variety, value, and context[J]. Journal of Korean medical science, 2018, 33(18): 1-16.
[61] ZHENG Y Y, LIU S.Bibliometric analysis for talent identification by the subject-author-citation three-dimensional evaluation model in the discipline of physical education[J]. Libr hi tech, 2020, 40: 62-79.
[62] 宋艳辉. 知识计量学在人才评价中的应用——基于引文分析与人力资本测算的研究[J]. 重庆大学学报(社会科学版), 2013, 19(6): 89-93.
SONG Y H.Application research of knowmetrics for talents evaluation based on citation analysis and human capital measure[J]. Journal of Chongqing university (social science edition), 2013, 19(6): 89-93.
[63] ANDERSON M H, SUN P Y T. What have scholars retrieved from Walsh and Ungson (1991)? A citation context study[J]. Management learning, 2010, 41(2): 131-145.
[64] GIPP B, BEEL J.Citation proximity analysis (CPA) - A new approach for identifying related work based on co-citation analysis[C]. Rio de Janeiro: 12th International Conference on Scientometrics and Informetrics, 2009: 571-575.
[65] JEONG Y K, SONG M, DING Y.Content-based author co-citation analysis[J]. Journal of informetrics, 2014, 8(1): 197-211.
[66] 彭秋茹, 阎素兰, 黄水清. 基于全文本分析的引文指标研究——以F1000推荐论文为例[J]. 信息资源管理学报, 2019, 9(4): 82-88.
PENG Q R, YAN S L, HUANG S Q.Research on the citation indexes based on full-text analysis: Taking the F1000 articles as examples[J]. Journal of information resources management, 2019, 9(4): 82-88.
[67] 张汝昊, 袁军鹏. 融合引用语义和语境特征的作者引文耦合分析法[J]. 情报学报, 2022, 41(8): 796-811.
ZHANG R H, YUAN J P.Semantic-and contextual-based author bibliographic coupling analysis[J]. Journal of the China society for scientific and technical information, 2022, 41(8): 796-811.
[68] 王玲宁, 禹卫华. 全文本视野下政务新媒体的内容生产和传播特征——以“上海发布”为例[J]. 新闻界, 2017(9): 27-31.
WANG L N, YU W H.Characteristics of content production and dissemination of new government media from the perspective of full text - Taking "Shanghai Publishing" as an example[J]. Journalism and mass communication monthly, 2017(9): 27-31.
[69] 王甬平, 孙祥飞. 试论微博写作中的新闻概念——以《人民日报》法人微博的全文本分析为案例[J]. 中国广播电视学刊, 2014(2): 73-75.
WANG Y P, SUN X F.On the concept of news in Weibo's writing-A case study of Weibo, the legal person of People's Daily[J]. China radio & TV academic journal, 2014(2): 73-75.
[70] 禹卫华. 社交媒体全文本分析法刍议[J]. 新闻记者, 2015(12): 86-89.
YU W H.On full-text analysis of social media[J]. Journalism review, 2015(12): 86-89.
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