Google Scholar, Microsoft Academic, Scopus, Dimensions, Web of Science, and OpenCitations' COCI: a multidisciplinary comparison of coverage via citations
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Abstract (arXiv)
New sources of citation data have recently become available, such as Microsoft Academic, Dimensions, and the OpenCitations Index of CrossRef open DOI-to-DOI citations (COCI). Although these have been compared to the Web of Science (WoS), Scopus, or Google Scholar, there is no systematic evidence of their differences across subject categories. In response, this paper investigates 3,073,351 citations found by these six data sources to 2,515 English-language highly-cited documents published in 2006 from 252 subject categories, expanding and updating the largest previous study. Google Scholar found 88% of all citations, many of which were not found by the other sources, and nearly all citations found by the remaining sources (89%-94%). A similar pattern held within most subject categories. Microsoft Academic is the second largest overall (60% of all citations), including 82% of Scopus citations and 86% of Web of Science citations. In most categories, Microsoft Academic found more citations than Scopus and WoS (182 and 223 subject categories, respectively), but had coverage gaps in some areas, such as Physics and some Humanities categories. After Scopus, Dimensions is fourth largest (54% of all citations), including 84% of Scopus citations and 88% of WoS citations. It found more citations than Scopus in 36 categories, more than WoS in 185, and displays some coverage gaps, especially in the Humanities. Following WoS, COCI is the smallest, with 28% of all citations. Google Scholar is still the most comprehensive source. In many subject categories Microsoft Academic and Dimensions are good alternatives to Scopus and WoS in terms of coverage.
Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Apr 2020.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 3; 2024: 2; 2025: 2; 2026: 2.
11 papers.
- 2025Multi-Agent Debate Strategies to Enhance Requirements Engineering with Large Language Modelscited by 8
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- 2024A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligencecited by 3
- 2026Multi-Agent Debate Strategies: Survey, Taxonomy, and Challengescited by 3
- 2023Biases in Scholarly Recommender Systems: Impact, Prevalence, and Mitigationcited by 2
- 2024Governance of Generative Artificial Intelligence for Companiescited by 2
- 2021Deep forecasting of translational impact in medical researchcited by 1
- 2022Artificial intelligence technologies to support research assessment: A reviewcited by 1
- 2023Hierarchical Classification of Research Fields in the "Web of Science" Using Deep Learningcited by 1
- 2025AI Adoption in NGOs: A Systematic Literature Reviewcited by 0
- 2026Where Do Your Citations Come From? Citation-Constellation: A Free, Open-Source, No-Code, and Auditable Tool for Citation Network Decomposition with Complementary BARON and HEROCON Scorescited by 0
- 2026Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges28 Jul 2026
- 2026Where Do Your Citations Come From? Citation-Constellation: A Free, Open-Source, No-Code, and Auditable Tool for Citation Network Decomposition with Complementary BARON and HEROCON Scores25 Mar 2026
- 2025AI Adoption in NGOs: A Systematic Literature Review17 Oct 2025
- 2025Multi-Agent Debate Strategies to Enhance Requirements Engineering with Large Language Models8 Jul 2025
- 2024A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence20 Feb 2024
- 2024Governance of Generative Artificial Intelligence for Companies5 Feb 2024
- 2023A Systematic Literature Review of Computer Vision Applications in Robotized Wire Harness Assembly24 Sep 2023
- 2023Hierarchical Classification of Research Fields in the "Web of Science" Using Deep Learning1 Feb 2023
- 2023Biases in Scholarly Recommender Systems: Impact, Prevalence, and Mitigation18 Jan 2023
- 2022Artificial intelligence technologies to support research assessment: A review11 Dec 2022
- 2021Deep forecasting of translational impact in medical research17 Oct 2021