Citations, Citation Indicators, and Research Quality: An Overview of Basic Concepts and Theories
Open accessAbstract
Citations are increasingly used as performance indicators in research policy and within the research system. Usually, citations are assumed to reflect the impact of the research or its quality. What is the justification for these assumptions and how do citations relate to research quality? These and similar issues have been addressed through several decades of scientometric research. This article provides an overview of some of the main issues at stake, including theories of citation and the interpretation and validity of citations as performance measures. Research quality is a multidimensional concept, where plausibility/soundness, originality, scientific value, and societal value commonly are perceived as key characteristics. The article investigates how citations may relate to these various research quality dimensions. It is argued that citations reflect aspects related to scientific impact and relevance, although with important limitations. On the contrary, there is no evidence that citations reflect other key dimensions of research quality. Hence, an increased use of citation indicators in research evaluation and funding may imply less attention to these other research quality dimensions, such as solidity/plausibility, originality, and societal value.
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TL;DR
This review argues that citations can serve as limited indicators of scientific impact and relevance but not of other key research-quality dimensions such as solidity/plausibility, originality, or societal value. It synthesizes citation theories, validation studies, and quality dimensions to caution against using citation indicators as substitutes for peer review.
Key findings
- Citations are argued to reflect aspects of scientific impact and relevance, but with important limitations; there is no evidence that they reflect other key dimensions of research quality—solidity/plausibility, originality, and societal value.
- Comparative validation studies generally find moderately positive correspondence between citation indicators and peer review, but correlations are far from perfect; in REF 2014, field-weighted citation impact had a Spearman correlation of .28 at the overall level, with significant field variation and decreases for more recent outputs, leading to the conclusion that metrics cannot provide a like-for-like replacement for peer review.
- Citation distributions are highly skewed: in many humanities disciplines an average paper receives less than one citation over 10 years, versus more than 40 in some biomedical fields (Web of Science 2005–2015); the Lowry et al. (1951) protein-measurement paper has more than 305,000 Web of Science citations, and the 4S statin trial paper more than 7,700.
- The h-index is popular but not field-normalized and not corrected for career length, disadvantaging younger researchers; field, publication-year, and document-type normalization is standard, but there is no general agreement on the most appropriate normalization method.
Methods
- Design: narrative/conceptual overview and selective literature review, not a systematic review or new empirical study.
- Data or sample: no new dataset; the article draws on prior scientometric literature, citation theories, validation studies, and selected examples.
- Main analysis: conceptual synthesis of citation indicators, referencing behavior, peer-review comparisons, and dimensions of research quality.
Limitations
- Stated: coverage of topics and literature is selective and does not discuss all details; the literature on interaction between citing practices and evaluation processes is only referred to in passing; constructivist and semiotic theories of quality and citation are not discussed.
- Stated/evident: few previous studies have systematically addressed how citations relate to each research-quality dimension, and the final part of the article is described as more explorative and discursive.
- Evident: the paper presents no systematic search strategy or empirical test of its central claims, so its conclusions rely on narrative synthesis and selected examples.
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- Findingreasoning§ Abstract · p. 1
There is no evidence that citations reflect other key dimensions of research quality.
“On the contrary, there is no evidence that citations reflect other key dimensions of research quality.”
- Also stated in: § Concluding Remarks · p. 12 · plain
“there is no evidence that citations reflect other key dimensions of research quality”
Quote in the paperSubstantial claim- Rests on an assumption: Research quality is a multidimensional concept comprising plausibility/soundness, originality, scientific value, and societal value as key characteristics.
- Also stated in: § Concluding Remarks · p. 12 · plain
- Findingcitation§ Citation Indicators · p. 3
The larger part of all scientific papers are never cited or cited a few times only in the subsequent scientific literature.
“The larger part of all scientific papers are never cited or cited a few times only in the subsequent scientific literature”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes, 2005
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- Findingcitation§ Citation Indicators · p. 3
Citation distributions are very skewed.
“Citation distributions are very skewed.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Price (1965)
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- Findingcitation§ Citation Indicators · p. 3
There are large variations in average citation rates across different subject areas.
“There are large variations in average citation rates across different subject areas.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites data from Web of Science 2005-2015
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- Findingcitation§ Citation Indicators · p. 3
Empirical studies have shown that two different methods for normalization, AoR and RoA, did not produce very different results, particularly at the level of countries and institutions.
“but empirical studies have shown that two different methods for normalization, AoR and RoA, did not produce very different results, particular at the level of countries and institutions”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Lariviere & Gingras, 2011
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- cites Waltman, van Eck, van Leeuwen, Visser, & van Raan, 2011a
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- Findingnone given§ Citation Indicators · p. 3
Some articles have an extremely large number of citations, reaching into the hundreds and even thousands.
“On the contrary, some articles have an extremely large number of citations, reaching into the hundreds and even thousands.”
Quote in the paperNot a substantial claim - Findingcitation§ Citation Indicators · p. 3
There is no general agreement on what is the most appropriate method for normalization.
“There is no general agreement on what is the most appropriate method”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ioannidis, Boyack, & Wouters, 2016
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- Findingcitation§ The Role of References in the Scientific Paper · p. 5
The accumulation of knowledge on the role of references has been hampered by the fact that different classification systems have been applied in previous studies.
“Although important insights on the role of references in the scientific article have been obtained, the accumulation of knowledge at the same time has been hampered by the fact that different classification systems have been applied in previous studies”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Liu, 1993
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- Findingcitation§ The Role of References in the Scientific Paper · p. 4
References to highly cited publications are more often present in the introduction than in other parts of the publications.
“References to highly cited publications are more often present in the introduction than in other parts of the publications”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Voos & Dagaev, 1976
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- Findingreasoning§ The Role of References in the Scientific Paper · p. 4
Articles describing commonly used methods may receive a very large number of citations.
“Because of this, articles describing commonly used methods may receive a very large number of citations.”
Quote in the paperNot a substantial claim - Findingreasoning§ Validation Studies · p. 6
The comparative validation is less direct by focusing on how citation indicators work at aggregated levels and not at the level of individual papers.
“In this way, the comparative validation is less direct by focusing on how citation indicators work at aggregated levels and not at the level of individual papers.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: There should be a correlation between citation indicators and peer assessments if citations legitimately can be used as indicators of scientific performance.
- Findingcitation§ Citation Behavior · p. 5
Empirical studies have shown that the Mertonian account of the normative structure of science covers only part of the dynamics.
“Empirical studies have shown that the Mertonian account of the normative structure of science covers only part of the dynamics”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes, 2005
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- Findingreasoning§ The Role of References in the Scientific Paper · p. 4
The introduction of an article typically contains references to more general or basic works within a field.
“This means that the introduction of an article typically contains references to more general or basic works within a field.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ Corresponding Author: · p. 2
The limitations of citations cannot be overcome by the construction of technically more sophisticated or reliable indicators.
“These limitations cannot be overcome by the construction of technically more sophisticated or reliable indicators.”
Quote in the paperSubstantial claim - Premisecitation§ Citation Indicators · p. 3
The average citation rate within the humanities is much higher when using other databases which cover the literature better, such as Google Scholar.
“Accordingly, the average citation rate within the humanities is much higher when using other databases which cover the literature better, such as Google Scholar”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Harzing & Alakangas, 2016
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- Premisecitation§ Corresponding Author: · p. 2
The selection of references is determined by various factors, one being their relevance for the research topic being addressed.
“The selection of references is determined by various factors, one being their relevance for the research topic being addressed”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bornmann & Daniel, 2008
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- Premisecitation§ Citation Indicators · p. 3
The average number and age of the references, and the ratio of new publications in the field and the total number of publications play a role when it comes to field differences in citation rates.
“In addition, the average number and age of the references, and the ratio of new publications in the field and the total number of publications play a role when it comes to field differences in citation rates”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes, 2005
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- Interpretationreasoning§ Corresponding Author: · p. 2
The limitations of citations discussed in the 1970s and 1980s did not disappear.
“Although the latter development has contributed to important progress in the field, the limitations of citations discussed in the 1970s and 1980s did not disappear.”
Quote in the paperSubstantial claim - Premisecitation§ Citation Indicators · p. 3
Because there are large field and temporal differences in how many citations an average paper receives, absolute citation counts need to be normalized.
“Because there are large field and temporal differences in how many citations an average paper receives, it was suggested in the early days of scientometrics that the absolute citation counts need to be normalized”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Schubert & Braun, 1986
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- cites Schubert, Glänzel, & Braun, 1987
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- Premisecitation§ Citation Indicators · p. 3
A longer citation window is usually considered as more reliable than shorter windows.
“A longer citation window is usually considered as more reliable than shorter windows.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ Abstract · p. 1
An increased use of citation indicators in research evaluation and funding may imply less attention to other research quality dimensions, such as solidity/plausibility, originality, and societal value.
“Hence, an increased use of citation indicators in research evaluation and funding may imply less attention to these other research quality dimensions, such as solidity/plausibility, originality, and societal value.”
Quote in the paperSubstantial claim- Rests on an assumption: Research quality is a multidimensional concept comprising plausibility/soundness, originality, scientific value, and societal value as key characteristics.
- Premisecitation§ Citation Indicators · p. 3
According to Marx and Bornmann (2015), the main reason for field differences in citation rates relates to the coverage of the database.
“According to Marx and Bornmann (2015), the main reason for such differences relates to the coverage of the database.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Marx and Bornmann (2015)
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- Premisecitation§ Corresponding Author: · p. 2
The use of journal impact factors in research evaluation contexts has been heavily criticized.
“For a long time, the use of journal impact factors (JIFs) in research evaluation contexts has been heavily criticized”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Cagan, 2013
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- cites Seglen, 1989
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- Interpretationreasoning§ Citations as Indicators-Other Validity Issues · p. 7
Many limitations are attached to citations as performance measures.
“It is clear that many limitations are attached to citations as performance measures.”
Quote in the paperSubstantial claim - Premisecitation§ Citation Behavior · p. 6
Aksnes (2003) introduced a conceptual distinction between quality dynamics and visibility dynamics to explain how micro-level decisions to cite particular papers aggregate and result in highly cited publications.
“Aksnes (2003) introduced a conceptual distinction between quality dynamics and visibility dynamics to explain how micro-level decisions to cite particular papers aggregate and result in highly cited publications.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes (2003)
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- Interpretationreasoning§ Citation Indicators · p. 3
A disproportionate long-time period makes the results less usable for evaluation purposes.
“On the contrary, a disproportionate long-time period makes the results less usable for evaluation purposes.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ The Role of References in the Scientific Paper · p. 4
The accumulative effect of many articles referring to the same general works is that such contributions get a very large number of citations.
“The accumulative effect of many articles referring to the same general works is that such contributions get a very large number of citations.”
Quote in the paperSubstantial claim - Interpretationcitation§ Validation Studies · p. 7
A peer evaluation may involve assessments of factors besides scientific quality or aspects that are unlikely to be mirrored through citation counts.
“First, a peer evaluation may involve assessments of factors besides scientific quality or aspects that are unlikely to be mirrored through citation counts.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Aksnes & Taxt, 2004
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- Interpretationreasoning§ Citations as Indicators-Other Validity Issues · p. 7
Citation analyses may lack justification in the social sciences and humanities.
“Accordingly, citation analyses may lack justification in these fields, and some countries such as Italy, which have used quantitative indicators in their national research assessments, have not included metrics in the assessments of social sciences and humanities (Ancaiani et al., 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ancaiani et al., 2015
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- Interpretationreasoning§ Validation Studies · p. 7
Citation indicators can be reasonably compared with peer review only when they are used in the same decision context and address the same dimension of research performance.
“Only when citation indicators are used in the same decision context as peer review and the two address the same dimension of the research performance can one reasonably compare them.”
Quote in the paperSubstantial claim - Interpretationcitation§ The Role of References in the Scientific Paper · p. 4
To explain how some papers come to be highly cited, one has to focus on how references at micro-levels aggregate.
“To explain how some papers come to be highly cited, one has to focus on how references at micro-levels aggregate”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Aksnes, 2005
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- Interpretationcitation§ Validation Studies · p. 7
Peer assessments may not necessarily be considered as the 'truth' to which bibliometric measures should correspond, as peers may be biased, mistaken, or lack competence.
“Second, peer assessments may not necessarily be considered as the 'truth' to which bibliometric measures should correspond-the peers may be biased or mistaken in their judgments or they may lack competence to judge (Rip, 1997).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rip, 1997
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- Interpretationcitation§ Validation Studies · p. 6
The results of studies analyzing grant peer reviews to assess whether funded applicants are more cited than unfunded applicants are ambiguous.
“However, according to a recent review, the results are ambiguous (Wouters et al., 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Wouters et al., 2015
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- Interpretationreasoning§ Validation Studies · p. 7
There is so far little empirical support for claiming that citation metrics reflect the same aspects of research quality or impact as peer-review assessments.
“This means that there is so far little empirical support for claiming that citations metrics reflect the same aspects of research quality or impact as peer-review assessments.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Citation Behavior · p. 5
The number of citations may be regarded as a measure of the usefulness, impact, or influence of a publication.
“Thus, the number of citations may be regarded as a measure of the usefulness, impact, or influence of a publication.”
Quote in the paperSubstantial claim - Interpretationcitation§ Citations as Indicators-Other Validity Issues · p. 7
A large number of more specific factors may undermine the use of citations as performance measures, including negative citations, citation circles, and extensive self-citation rates.
“A large number of more specific factors may undermine the use of citations as performance measures (see, for example, Seglen, 1997). Some of these relate to the citation process, for example, so-called 'negative' citations (criticizing, correcting, and disclaiming other works), 'citation circles' (groups of researchers who cite one another's work), and extensive self-citation rates.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Seglen, 1997
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- Interpretationcitation§ Dimensions of Research Quality and Citations · p. 8
A general methodological problem is that the multiple causes of references cannot be deduced by 'travelling back' from citations, because citation indexing historically leads to loss of information about the citing context in citation databases.
“A general methodological problem is that the multiple causes of references cannot be deduced by 'travelling back' from citations. The reason for this is that the way citation indexing has developed historically leads to the loss of information about the citing context in the citation databases (Wouters, 1999b, 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wouters, 1999b, 2014
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- Interpretationreasoning§ Originality and Novelty · p. 9
There is no simple relationship between originality or novelty and citations.
“The above considerations show that there is no simple relationship between originality or novelty and citations.”
Quote in the paperSubstantial claim - Premisecitation§ Scientific Value · p. 10
A publication by a recognized scientist may be more visible and therefore have more impact, earning more citations, even if its quality is no greater than those by lesser known researchers.
“Similarly, a publication by a recognized scientist may be more visible and therefore have more impact, earning more citations, even if its quality (in terms of originality and solidity) is no greater than those by lesser known researchers (B. R. Martin, 1996).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites B. R. Martin, 1996
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- Premisecitation§ Societal Value and Relevance · p. 10
Only a very small minority of the publications indexed in Web of Science or Scopus are actually cited by patents.
“Only a very small minority of the publications indexed in the Web of Science or Scopus databases are actually cited by patents (van Raan, 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites van Raan, 2017
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- Interpretationreasoning§ Solidity and Plausibility · p. 9
It seems unlikely that citations can be seen as valid indicators of the solidity of publications.
“Therefore, it seems unlikely that citations can be seen as valid indicators of the solidity of the publications.”
Quote in the paperSubstantial claim - Premisecitation§ Citations as Indicators-Other Validity Issues · p. 8
Problems and limitations of citation analysis arise differently at different levels of aggregation.
“However, problems and limitations of citation analysis arise differently at different levels of aggregation (Aksnes, 2005).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes, 2005
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- Interpretationreasoning§ Concluding Remarks · p. 12
Citation indicators are of little help in the evaluation of the solidity/plausibility, originality, and societal value of research.
“More generally, citation indicators seem of little help in the evaluation of the solidity/plausibility, originality, and societal value of research.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Concluding Remarks · p. 12
For peer assessment of manuscripts submitted to journals and publishers, citation indicators are hardly of any relevance.
“For such assessment, citation indicators are hardly of any relevance.”
Quote in the paperSubstantial claim- Rests on an assumption: Peer reviews are applied in many different contexts, of which peer assessments of manuscripts submitted to journals and publishers is the most fundamental one.
- Interpretationreasoning§ Dimensions of Research Quality and Citations · p. 8
As a result, citations cannot be sorted into those that signify the perceived quality of the cited paper and those that do not.
“As a result, citations cannot be sorted in those citations that do signify the perceived quality of the cited paper and those that do not.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Originality and Novelty · p. 9
High citation counts do not necessarily imply breakthrough or Nobel class research.
“At the same time, high citation counts do not necessarily imply breakthrough or Nobel class research.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Concluding Remarks · p. 12
Citation-based indicators cannot provide sufficiently nuanced or robust measures of quality when used in isolation.
“Citation-based indicators cannot provide sufficiently nuanced or robust measures of quality when used in isolation.”
Quote in the paperSubstantial claim - Interpretationcitation§ Dimensions of Research Quality and Citations · p. 8
There may be intrinsic tensions between the dimensions of research quality: solidity and scientific value demand compliance with established norms, while the most original research may conflict with this.
“There may also be intrinsic tensions between the dimensions. Whereas solidity and scientific value demand some compliance with previously established norms and previous research, the most original research may conflict with this (Luukkonen, 2012; Polanyi, 1962).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Luukkonen, 2012
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- cites Polanyi, 1962
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- Premisecitation§ Citations as Indicators-Other Validity Issues · p. 8
The skewness in the citation distribution is larger than the quality differentiation among scientific contributions might justify.
“However, according to Aksnes (2003), the skewness in the citation distribution is larger than the quality differentiation among scientific contributions might justify.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Aksnes (2003)
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- Premisecitation§ Societal Value and Relevance · p. 10
Some diabetes papers assessed as having had an important impact on clinical practice did not receive many citations.
“For example, Hanney et al. (2006) showed that some diabetes papers which were assessed as having had an important impact on clinical practice did not receive many citations.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hanney et al. (2006)
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- Interpretationreasoning§ Dimensions of Research Quality and Citations · p. 8
From citation counts alone one cannot reveal why a specific paper is repeatedly cited by other researchers.
“However, from citation counts alone one cannot reveal why a specific paper is repeatedly cited by other researchers.”
Quote in the paperSubstantial claim - Premisecitation§ Dimensions of Research Quality and Citations · p. 8
More recent studies have added societal value as a fourth dimension of research quality.
“More recent studies have added societal value, that is, including importance for society as a fourth dimension of research quality (Gulbrandsen, 2000; Lamont, 2009).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Gulbrandsen, 2000
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- cites Lamont, 2009
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- May combine two claims. 42
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- The quote only partly states this claim. 1
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Findingcitation§ Citation Indicators · p. 3The h-index is not field-normalized and no corrections are made for career length, which means that the indicator disfavors younger researchers.
“Most importantly, it is not field-normalized and no corrections are made for career length, which means that the indicator disfavors younger researchers”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Alonso, Cabrerizo, Herrera-Viedma, & Herrera, 2009
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Findingcitation§ Citation Behavior · p. 5The conclusions of MacRoberts and MacRoberts are generally seen as too sweeping.
“The views of the MacRoberts's previously led to much debate, but their conclusions are generally seen as too sweeping”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes, 2005
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Findingnone given§ Citation Behavior · p. 6There is no unified theory of citation.
“Even now, in spite of detailed studies of referencing behavior, there is no unified theory.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone given§ Citation Behavior · p. 6Previous studies of the citation process have not provided any simple answer to the question of what citations stand for.
“As indicated above, previous studies of the citation process have not provided any simple answer to the question of what citations stand for.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone given§ Validation Studies · p. 6Many studies have compared citation indicators with the outcome of peer review.
“While empirical studies have revealed a multitude of factors involved in the citation process, the issue has also been approached from another angle: by comparing citation indicators with the outcome of peer review. During recent decades, many such studies have been carried out.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingreasoning§ Citation Behavior · p. 6The references have a multitude of functions in the scientific article, only a small proportion of the relevant literature is cited, and the authors have a multitude of motives for including particular studies as references.
“Nevertheless, some overall findings remain: the references have a multitude of functions in the scientific article, only a small proportion of the relevant literature is cited, and the authors have a multitude of motives for including particular studies as references.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Findingnone given§ The Role of References in the Scientific Paper · p. 4Studies have revealed that the role of the reference, both in the citing text and with respect to the cited text, is complex.
“Studies undertaken have revealed that the role of the reference, both in the citing text and with respect to the cited text, is complex.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Findingcitation§ Citation Behavior · p. 5The citing is biased: some sources are cited essentially every time they are used, while other research is never cited even though it may be used more often than the highly cited work.
“Moreover, the citing is biased: some sources are cited essentially every time they are used, while other research is never cited even though it may be used more often than the highly cited work.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites MacRoberts & MacRoberts, 1989, 1996
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Findingnone given§ The Role of References in the Scientific Paper · p. 4References have a multitude of functions in the scientific article.
“These and later studies have revealed that the references have a multitude of functions in the scientific article.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone given§ The Role of References in the Scientific Paper · p. 5Studies on the role of references are often based on rather small samples of papers from selected scientific fields, and the results may not have general validity.
“Moreover, the studies are often based on rather small samples of papers from selected scientific fields, and the results may not have general validity.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingcitation§ Citation Behavior · p. 5Based on empirical case studies, MacRoberts and MacRoberts showed that a very small proportion of the knowledge basis of an article actually are cited.
“Based on empirical case studies, they showed that a very small proportion of the knowledge basis of an article (consisting of hundreds or thousands of former publications) actually are cited.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites MacRoberts & MacRoberts, 1989, 1996
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Findingcitation§ Citation Behavior · p. 5Authors tend to select references that will be regarded as authoritative by the intended audience.
“Therefore, it will be more persuasive to cite an authoritative paper, and authors tend to select references that will be regarded as authoritative by the intended audience.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert, 1977
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Findingcitation§ The Role of References in the Scientific Paper · p. 5The Lowry et al. (1951) article has now been cited more than 305,000 times in the Web of Science database.
“This article has now been cited more than 305,000 times in the Web of Science database”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Van Noorden, Maher, & Nuzzo, 2014
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Findingcitation§ The Role of References in the Scientific Paper · p. 4In a scientific article, some references represent works that are crucial or significant antecedents to the present work; others may represent more general background literature.
“In a scientific article, some of the references will represent works that are crucial or significant antecedents to the present work; others may represent more general background literature”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes, 2005
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Findingreasoning§ The Role of References in the Scientific Paper · p. 4The textual functions of citations vary considerably.
“Hence, the textual functions of citations vary considerably.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingreasoning§ Citation Behavior · p. 5Other incentives shape the citing patterns, like creating visibility for one's work through self-citations or citing a journal editor's work as an attempt to enhance the chances of acceptance for publication.
“For the citation process, this implies that other incentives shape the citing patterns, like creating visibility for one's work through self-citations or citing a journal editor's work as an attempt to enhance the chances of acceptance for publication.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bornmann & Daniel, 2008
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Findingcitation§ Concluding Remarks · p. 12There is growing concern about the misuse of citation indicators and the potential negative impact of research metrics on the scientific community.
“There is a growing concern about this issue, as well as on potential negative impact of research metrics on the scientific community.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Hicks et al., 2015
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- cites Cagan, 2013
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Premisecitation§ Introduction · p. 1Citation measures are core indicators in several university rankings, such as the Leiden ranking and the Academic Ranking of World Universities.
“Citation measures are also core indicators in several university rankings, such as the Leiden ranking and Academic Ranking of World Universities (ARWU)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Piro & Sivertsen, 2016
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Premisecitation§ Introduction · p. 1Bibliometric indicators have increasingly been applied in research evaluation and research policy more generally.
“In recent years, bibliometric indicators have increasingly been applied in the context of research evaluation as well as research policy more generally.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Moed, 2005
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Premisecitation§ Citation Indicators · p. 3Levitt and Thelwall (2011) have argued that short citation windows have the problem that articles published earlier in a year have a significant advantage compared with publications appearing later in a year.
“For example, Levitt and Thelwall (2011) have argued that short citation windows have the problem that articles published earlier in a year have a significant advantage (i.e., are on average more highly cited) compared with publications appearing later in a year.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Levitt and Thelwall (2011)
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Premisecitation§ Citation Indicators · p. 3Only a small fraction of the scholarly literature in the humanities is represented in the Web of Science, and most of the references and citations will not be captured by the database.
“Only a small fraction of the scholarly literature in the humanities is represented in the Web of Science, and most of the references and citations will not be captured by the database.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Marx and Bornmann (2015)
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Premisenone given§ Citation Indicators · p. 2The coverage of scientific and scholarly literature varies across databases, and the results of citation studies are dependent upon the particular characteristics of the databases and their coverage.
“The coverage of the scientific and scholarly literature varies across these databases, and the results of citation studies are thus dependent upon the particular characteristics of the databases and their coverage.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ Corresponding Author: · p. 2In the scientific paper, references have various purposes, and authors are not including references merely because of their scientific quality.
“In the scientific paper, the references have various purposes. Authors are not including references merely because of their scientific quality.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bornmann & Daniel, 2008
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Interpretationreasoning§ Abstract · p. 1Citations reflect aspects related to scientific impact and relevance, although with important limitations.
“It is argued that citations reflect aspects related to scientific impact and relevance, although with important limitations.”
Quote in the paperSubstantial claim- Rests on an assumption: Research quality is a multidimensional concept comprising plausibility/soundness, originality, scientific value, and societal value as key characteristics.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisereasoning§ Citation Indicators · p. 3It has since been the standard to adjust for field, publication year, and publication type when calculating citation indicators.
“It has since been the standard to adjust for field, publication year, and publication type when calculating citation indicators.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ Corresponding Author: · p. 2The application of citation indicators has been criticized with respect to their validity as performance measures and their potentially negative impact upon the research system.
“Moreover, the application of citation indicators has also been criticized more generally, with respect to their validity as performance measures and their potentially negative impact upon the research system”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites MacRoberts & MacRoberts, 1989
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- cites Osterloh & Frey, 2015
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- cites Weingart, 2004
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Interpretationreasoning§ Citation Behavior · p. 6When one article is cited by many subsequent publications, even more people become aware of this article, increasing its visibility and chances of getting even more citations.
“When one article is cited by many subsequent publications, even more people become aware of this article. Thus, its visibility, and thereby the chances of getting even more citations, increases.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone given§ Validation Studies · p. 6In validation studies, assessments by peers have been typically considered as a kind of standard to which citation indicators can be validated.
“In the studies, assessments by peers have been typically considered as a kind of standard to which citation indicators can be validated.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ Citations as Indicators-Other Validity Issues · p. 7Some problems with citations as indicators are fundamental and inherent in any use of citations, others may be resolved by more advanced indicators, and others may be of less importance in practice.
“Some of these problems have a fundamental character and are inherent in any use of citations as indicators, others may be resolved by the construction of more advanced indicators, while others again may be of less importance in practice.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ Validation Studies · p. 7Panels increasingly consider citation measures as part of the evaluation procedure, so the two cannot be considered as completely independent of each other.
“Moreover, panels increasingly are considering citation measures as part of the evaluation procedure, which means that the two cannot be considered as completely independent of each other.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Interpretationreasoning§ Citation Behavior · p. 5If authors cite the works they find useful, frequently cited publications may be assumed to have been more useful than papers which are hardly cited at all.
“If authors cite the works they find useful, frequently cited publications may be assumed to have been more useful than papers which are hardly cited at all.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationreasoning§ Validation Studies · p. 7Overall, most comparative studies seem to have found a moderately positive correspondence between citation indicators and peer review, but the correlations identified have been far from perfect and have varied among the studies.
“Overall, it may be concluded that most of the comparative studies seem to have found a moderately positive correspondence, but the correlations identified have been far from perfect and have varied among the studies.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Premisecitation§ Validation Studies · p. 6For field-weighted citation impact, a Spearman correlation coefficient of .28 was identified at an overall level, with significant variations across fields, and significant decreases in correlation for more recent outputs.
“For the field-weighted citation impact, a Spearman correlation coefficient of .28 was identified at an overall level, albeit with significant variations across fields. Moreover, there were significant decreases in correlation for more recent outputs.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Higher Education Funding Council for England, 2015
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Interpretationreasoning§ Validation Studies · p. 7The outcome of comparative analyses of citation indicators and peer review depends on which indicators are selected.
“Finally, a large number of different citation measures exist and the outcome would also depend on which indicators are selected for the comparative analysis.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Validation Studies · p. 6In the Italian RAE, a significant degree of concordance was found between grades attributed to journal articles by informed peer review and by bibliometric indicators.
“A significant degree of concordance was found '. . . supporting the choice of using both techniques in order to assess the quality of Italian research institutions' (Ancaiani et al., 2015, p. 254).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ancaiani et al., 2015
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Premisecitation§ Citation Behavior · p. 5Although most citation analysts seem to agree that citing or referencing is biased, it has been argued that this bias is not fatal for the use of citation as performance indicators-to a certain extent, the biases are averaged out at aggregated levels.
“Although most citation analysts seem to agree that citing or referencing is biased, it has been argued that this bias is not fatal for the use of citation as performance indicators-to a certain extent, the biases are averaged out at aggregated levels.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Citation Behavior · p. 5According to Luukkonen (1990), the presence of different cognitive meanings of citations and motivations for citing does not necessarily invalidate the use of citations as (imperfect) performance measures.
“According to Luukkonen (1990), the presence of different cognitive meanings of citations and motivations for citing does not necessarily invalidate the use of citations as (imperfect) performance measures.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Luukkonen (1990)
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Interpretationcitation§ Citations as Indicators-Other Validity Issues · p. 7Problems related to technical issues such as discrepancies between target articles and cited references and mistakes in indexing procedures may confuse citation analyses and affect the accuracy of citation counts to individual articles.
“Problems related to more technical issues, such as discrepancies between target articles and cited references (misspellings of journal names, author names, errors in the reference lists, etc.), and mistakes in the indexing procedures conducted by Clarivate Analytics (previously Thomson Reuters) or Elsevier (Leydesdorff et al., 2016; Moed, 2002) may confuse citation analyses. Such errors affect in”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Leydesdorff et al., 2016
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- cites Moed, 2002
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Premisecitation§ Validation Studies · p. 6Bibliometric indicators and outcomes of peer review of Norwegian research groups at a mathematical and natural science faculty show positive but weak correlations.
“Aksnes and Taxt (2004) analyzed the relationship between bibliometric indicators and the outcomes of a peer review of Norwegian research groups at a mathematical and natural science faculty, reporting positive but weak correlations.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aksnes and Taxt (2004)
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Interpretationcitation§ The Role of References in the Scientific Paper · p. 4The different functions the references may have in a text are much more complex than merely providing documentation and support for particular claims.
“This means that the different functions the references may have in a text are much more complex than merely providing documentation and support for particular claims.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Citation Behavior · p. 5Gilbert (1977) argued that citing is essentially a device for persuasion.
“Gilbert (1977) argued that citing ('referencing') is essentially a device for persuasion.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (1977)
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Premisecitation§ The Role of References in the Scientific Paper · p. 4Small (1982) identified five distinctions: A cited work may be refuted, noted only, reviewed, applied, or supported by the citing work.
“Small (1982) identified five distinctions: A cited work may be (a) refuted, (b) noted only, (c) reviewed, (d) applied, or (e) supported by the citing work.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Small (1982)
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Premisecitation§ The Role of References in the Scientific Paper · p. 4Typically, a scientific article is structured as a progression from the general to the particular.
“Typically, a scientific article is structured as a progression from the general to the particular”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Law, 1986
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Premisecitation§ Citations as Indicators-Other Validity Issues · p. 7Although the literature coverage of citation databases has improved, the coverage of the humanities and several social science disciplines remains limited.
“Although the literature coverage of citation databases has improved (Web of Science and Scopus), the coverage of the humanities and several social science disciplines remains limited (Waltman, 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Waltman, 2016
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Interpretationreasoning§ Citations as Indicators-Other Validity Issues · p. 7There is no simple answer to the question what citation indicators measure or indicate.
“As is evident from the overview above, there is no simple answer to the question what citation indicators measure or indicate.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ Validation Studies · p. 7Both the methodological basis for comparing peer assessments and citation indicators and the assumption that the two may be expected to correlate may be questionable.
“Thus, both the methodological basis for comparing peer assessments and citation indicators and the assumption that the two may be expected to correlate may be questionable.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationcitation§ Citation Behavior · p. 6Citation frequencies are determined by other mechanisms and are not a simple reflection of the quality dynamics.
“At the same time, citation frequencies are determined by other mechanisms and are not a simple reflection of the quality dynamics.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premisecitation§ Citation Behavior · p. 5According to Merton's view, the norms of science oblige researchers to cite the work upon which they draw, and in this way acknowledge or credit contributions by others.
“According to Merton's view, the norms of science oblige researchers to cite the work upon which they draw, and in this way acknowledge or credit contributions by others”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Merton, 1979
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Premisecitation§ Validation Studies · p. 6The h-index and the normalized citation impact indicator both correlated quite well with peer judgments for research groups within chemistry in the Netherlands.
“He found that the h-index and the normalized citation impact indicator both correlated quite well with peer judgments.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites van Raan (2006)
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Premisecitation§ The Role of References in the Scientific Paper · p. 5According to Bornmann and Daniel (2008), many studies have methodological weaknesses and have provided findings with little reliability.
“According to Bornmann and Daniel (2008), many studies have methodological weaknesses and have provided findings with little reliability.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bornmann and Daniel (2008)
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Interpretationcitation§ Validation Studies · p. 6The methodological fundament for the conclusion that informed peer review and bibliometrics produce similar results has been contested.
“However, the methodological fundament for this conclusion has been contested by Baccini and De Nicolao (2016), who argue that the analysis is flawed and that informed peer review and bibliometrics do not produce similar results.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Baccini and De Nicolao (2016)
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Premisecitation§ Validation Studies · p. 6Various citation indicators correlated significantly with peer ratings of research programs in condensed matter physics.
“Rinia, van Leeuwen, van Vuren, and van Raan (1998) showed that various citation indicators correlated significantly with peer ratings of research programs in condensed matter physics.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rinia, van Leeuwen, van Vuren, and van Raan (1998)
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Premisecitation§ Citation Behavior · p. 5According to Garfield, the fact that authors do not cite all their influences does not invalidate the use of citations as performance measures when enough literature is taken into account.
“According to the founder of the SCI, the fact that authors do not cite all their influences does not invalidate the use of citations as performance measures when enough literature is taken into account”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Garfield, 1997
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Interpretationcitation§ Citations as Indicators-Other Validity Issues · p. 8Because citation distributions are extremely skewed, the use of mean as indicator is questionable, and percentile ranks have been proposed as a non-parametric alternative.
“The fact that citation distributions are extremely skewed also raises questions concerning the use of mean as indicator, and Bornmann and Mutz (2011) have proposed to use percentile ranks as a non-parametric alternative to the means of citation distributions for the normalization.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bornmann and Mutz (2011)
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Premisecitation§ Citations as Indicators-Other Validity Issues · p. 8According to Welljams-Dorof, the larger the citation data set being used, the higher the confidence level of the results, and analyses involving entire fields, nations, regions and large universities are virtually unaffected by concerns about citation data.
“According to Welljams-Dorof (1997), this has important implications: In general, the larger the citation data set being used, the higher the confidence level of the results. Analyses involving entire fields of research, nations, regions and large universities are virtually unaffected by the concerns and caveats about citation data . . . The confidence level at these large aggregate levels is quite”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Welljams-Dorof (1997)
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Interpretationnone given§ Scientific Value · p. 10The use of impact as the most appropriate concept has usually been justified by theoretical considerations, and there are few attempts to address the issue empirically or relate it to previous findings on citation behavior.
“However, the use of impact as the most appropriate concept has usually been justified by theoretical considerations, and there are few attempts to address the issue empirically or relate it to previous findings on citation behavior.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationcitation§ Societal Value and Relevance · p. 10A basic limitation of using patents to assess societal relevance is that many innovations are not patented and patents are not suitable to assess societal relevance or impact in a broader context.
“Still, a basic limitation is that many innovations are not patented and patents are not suitable to assess societal relevance or impact in a broader context.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Interpretationreasoning§ Dimensions of Research Quality and Citations · p. 8The relation between citations and research quality is complex and arises differently depending on the field analyzed, the database used, the timeframe and indicators applied.
“As shown above, the question on the relation between citations and research quality is complex and will arise differently depending on the field analyzed, the database used, the timeframe and indicators applied, and so forth.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ Scientific Value · p. 10Citation impact should be distinguished from scientific impact, as an influential researcher sometimes has a lower performance in terms of highly cited publications than some of their less influential colleagues.
“According to Waltman, van Eck, and Wouters (2013), citation impact should be distinguished from scientific impact, as an influential researcher sometimes has a lower performance in terms of highly cited publications than some of their less influential colleagues.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Waltman, van Eck, and Wouters (2013)
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Interpretationreasoning§ Concluding Remarks · p. 12The viewpoint that bibliometric assessment is superior to traditional peer review is not justified.
“However, the viewpoint described in the introduction that bibliometric assessment is superior compared to the traditional peer-review method is not justified in our opinion.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ Solidity and Plausibility · p. 9The referee system does not fully ensure the quality dimension related to solidity and plausibility, and there are no indications that high citation counts reflect solidity.
“Thus, the referee system does not fully ensure the quality dimension related to solidity and plausibility, and there are no indications that high citation counts reflect solidity.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premisecitation§ Concluding Remarks · p. 11Most bibliometricians have argued that a bibliometric analysis should not function as a substitute for a peer review.
“However, considering the various limitations attached to citations as performance measures, most bibliometricians have argued that a bibliometric analysis should not function as a substitute for a peer review (Moed, 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Moed, 2005
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Interpretationnone given§ Concluding Remarks · p. 12Citation indicators may easily be misused or applied in contexts where they lack justification or validity.
“Citation indicators may easily be misused or applied in contexts where they lack justification or validity.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Premisecitation§ Dimensions of Research Quality and Citations · p. 8Research quality is a multidimensional concept.
“In addition, research quality is a multidimensional concept, and in this section, we will look further into this issue.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Polanyi (1962)
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- cites Gulbrandsen, 2000
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- cites Lamont, 2009
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Interpretationreasoning§ Scientific Value · p. 10Even a 'mistaken' publication can have a large impact by stimulating further research.
“As an example, even a 'mistaken' publication can have a large impact by stimulating further research.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ Citations as Indicators-Other Validity Issues · p. 8The skewness in citation distribution is due to sociological and aggregational processes: initially articles are cited for substantive reasons, but later sociological mechanisms become increasingly important, benefiting some papers greatly.
“This is because of the sociological and aggregational processes involved. In the beginning, an article may be cited for substantive reasons (e.g., its content has been used). Later, when the article is widely known and has received many citations, sociological mechanisms will be of increasing importance (authors citing authoritative papers, the bandwagon effect, etc.). Some papers will benefit”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationnone given§ Concluding Remarks · p. 11The view generally held among experts within bibliometrics seems to be that citations represent a good but not perfect impact measure.
“The view generally held among experts within bibliometrics seem to be that citations represent a good but not perfect impact measure.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ Concluding Remarks · p. 11Citations are not able to capture all aspects of the quality concept, and an increased use of citation indicators in research evaluation and funding may imply less attention to other research quality dimensions such as solidity/plausibility, originality, and societal value.
“As is evident from the discussion of this paper, this is an important point, as citations are not able to capture all aspects of the quality concept. Hence, an increased use of citation indicators in research evaluation and funding may imply less attention to these other research quality dimensions, such as solidity/plausibility, originality, and societal value.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Dimensions of Research Quality and Citations · p. 8Polanyi distinguished three dimensions of research quality: plausibility, originality, and scientific value.
“As a starting point, we can take the three dimensions distinguished by Polanyi (1962): plausibility, originality, and scientific value.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Polanyi (1962)
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Premisecitation§ Scientific Value · p. 10Impact is the most commonly used concept for what citations reflect, although other concepts such as influence, importance, significance, and utility occasionally also are used.
“Impact is the most commonly used concept for what citations reflect, although other concepts such as influence, importance, significance, and utility occasionally also are used (Moed, 2005).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Moed, 2005
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Interpretationcitation§ Societal Value and Relevance · p. 10There is a widespread assumption that societal relevance cannot be adequately assessed through standard citation indicators, and increasing attention has been devoted to developing methodologies for assessing and measuring societal relevance and impact.
“There seems to be a widespread assumption that this issue cannot be adequately assessed through standard citation indicators, and in recent years, increasing attention has been devoted to developing methodologies for assessing and measuring societal relevance and impact (Bornmann, 2012, 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bornmann, 2012, 2013
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Interpretationnone given§ Citations as Indicators-Other Validity Issues · p. 8There is a lack of empirical studies confirming that larger citation data sets have higher confidence levels, and some biases may be fundamental to all citation measures while others may level out when aggregated.
“Nevertheless, there is a lack of empirical studies confirming that this is actually the case, and possibly some of the biases is of a fundamental nature attached to all citations measures, while the effect of others may tend to level out when aggregated levels are considered.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Societal Value and Relevance · p. 10Societal relevance is often considered to be much harder to measure than scientific relevance or impact.
“Societal relevance is often considered to be something which is much harder to measure than scientific relevance or impact (B. R. Martin, 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites B. R. Martin, 2011
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Interpretationreasoning§ Dimensions of Research Quality and Citations · p. 8All assessments of research quality may be context-dependent in terms of time of assessment and time/field/sector perspectives of evaluators.
“Moreover, all assessments of research quality may be context-dependent, in terms of, for example, the time of assessment and the time/field/sector perspectives of the evaluators.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationcitation§ Scientific Value · p. 10Impact would be a more adequate interpretation of citations than quality.
“Using these definitions, it is also evident that impact would be a more adequate interpretation of citations than quality.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites B. R. Martin and Irvine, 1983
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Interpretationreasoning§ Societal Value and Relevance · p. 11It is not possible to identify societal relevance from citation counts per se, and uncited or little cited publications may have contributed results of great societal relevance.
“Despite these and numerous similar examples, it is not possible to identify societal relevance from citation counts per se, and uncited or little cited publication may have contributed with results of great societal relevance.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Citations as Indicators-Other Validity Issues · p. 8It has long been emphasized by bibliometricians that more than one indicator should be used in research evaluation contexts.
“Because of this, it has long been emphasized by bibliometricians that more than one indicator should be used in research evaluation contexts (van Raan, 1993).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites van Raan, 1993
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Interpretationreasoning§ Concluding Remarks · p. 12Citations reflect aspects related to scientific impact and relevance, with important limitations.
“citations reflect-with important limitations-aspects related to scientific impact and relevance”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ Solidity and Plausibility · p. 9The literature contains numerous publications of which the solidity is poor, the results unreliable, or even involving misconduct or scientific fraud.
“The literature contains numerous publications of which the solidity is poor, the results unreliable or even involving misconduct or scientific fraud (Fanelli, 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Fanelli, 2009
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Premisecitation§ Citations as Indicators-Other Validity Issues · p. 8The mean normalized citation score is size-independent and does not take into account the number of publications, which is a major problem because it does not truly represent productivity.
“For example, the mean normalized citation score is size-independent and does not take into account the number of publications. According to Abramo and D'Angelo (2016), this is a major problem with this indicator because it does not truly represent productivity.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Abramo and D'Angelo (2016)
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Interpretationnone given§ Dimensions of Research Quality and Citations · p. 8The topic of how citations relate to each dimension of research quality has rarely been addressed specifically in the literature, and there are few empirical studies analyzing the issue.
“Surprisingly, this topic has rarely been addressed specifically in the literature and there are few studies analyzing the issue empirically.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
Interpretationcitation§ Concluding Remarks · p. 11Bibliometric analysis can counterbalance shortcomings and mistakes in peers' judgments, and a bibliometric study should be considered as complementary to a peer evaluation.
“On this basis, it is often argued that bibliometric analysis can counterbalance shortcomings and mistakes in the peers' judgments (Aksnes, 2005). Thus, a bibliometric study should be considered as complementary to a peer evaluation (Council of Canadian Academies, 2012).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Aksnes, 2005
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- cites Council of Canadian Academies, 2012
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Classified as probably not a substantial claim. May combine two claims.
Interpretationreasoning§ Dimensions of Research Quality and Citations · p. 8Plausibility/soundness, scientific value, societal value, and originality seem commonly perceived key characteristics of research quality, but each includes a variety of aspects, may be context-dependent, and may conflict with each other.
“In sum, whereas plausibility/soundness, scientific value, and societal value and originality seem commonly perceived key characteristics of research quality, each of these dimensions include a variety of aspects; they may be contextdependent and may also conflict with each other.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Premisecitation§ Concluding Remarks · p. 12There are problems with the peer-review system.
“At the same time, there are also problems with the peer-review system.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Eyre-Walker and Stoletzki (2013)
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The paper relies on this without support.
Research quality is a multidimensional concept comprising plausibility/soundness, originality, scientific value, and societal value as key characteristics.
“Research quality is a multidimensional concept, where plausibility/soundness, originality, scientific value, and societal value commonly are perceived as key characteristics.”
The authors state this as an assumption.
There should be a correlation between citation indicators and peer assessments if citations legitimately can be used as indicators of scientific performance.
“The basic assumption is that there should be a correlation if citations legitimately can be used as indicators of scientific performance.”
The paper relies on this without support.
Peer reviews are applied in many different contexts, of which peer assessments of manuscripts submitted to journals and publishers is the most fundamental one.
“Peer reviews are applied in many different contexts, of which peer assessments of manuscripts submitted to journals and publishers probably is the most fundamental one.”
Claims other papers make about this one
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Scientific impact of any evaluated entity cannot be determined solely by citations due to different citing behaviors and incompatible citation counts between disciplines.
“It is often argued that the scientific impact of any evaluated entity cannot be determined solely by citations due to the different citing behaviors and resulting incompatible citation counts between disciplines [1-3,5,260,267].”
From Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World (2021) · cites this paper as [3]
Citations may be appropriate for assessing scientific impact of research, but they do not show impact outside the scientific community.
“Citations may be appropriate in assessing the scientific impact of the research, but they do not show the impact of the research outside the scientific community [1,3,5,6,260,264,265].”
From Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World (2021) · cites this paper as [3]
Peer review has its own characteristic biases and limitations, which is one reason peer review has been increasingly replaced with bibliometric measures of impact.
“peer-reviewing has its own characteristic biases and limitations, which is one of the reasons why, nowadays, peer-review has been increasingly extensively replaced with bibliometric measures of impact [3,44,276].”
From Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World (2021) · cites this paper as [3]
The 'publish or perish' attitude stimulates productivity of researchers but creates a bias towards quantity, often overlooking quality.
“this 'publish or perish' attitude, on the one hand, stimulates the productivity of researchers, but, on the other, creates a bias towards quantity, often overlooking quality [2,3,6-8,44,81,163,260,263,284-288].”
From Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World (2021) · cites this paper as [3]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Peer-review comparison is assigned to the wrong section
MinorThe overview says comparisons between citation indicators and peer review are examined in "Understanding Citations," but the paper introduces that comparison in "Validation Studies."
“Many previous studies have compared citation indicators with the outcome of peer review, and in the 'Understanding Citations' part, this issue is examined.”
“## Validation Studies While empirical studies have revealed a multitude of factors involved in the citation process, the issue has also been approached from another angle: by comparing citation indicators with the outcome of peer review.”
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Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World
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The extent and drivers of gender imbalance in neuroscience reference lists
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Leadership styles and sustainable performance: A systematic literature review
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Social companionship with artificial intelligence: Recent trends and future avenues
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The Newcastle–Ottawa Scale for Assessing the Quality of Studies in Systematic Reviews
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Diverse approaches to learning with immersive Virtual Reality identified from a systematic review
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Interpreting Bibliometric Data
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Knowledge-hiding behaviors and employees’ silence: mediating role of psychological contract breach
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Review of Organizational Ambidexterity Research
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The pace of artificial intelligence innovations: Speed, talent, and trial-and-error
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Bibliometrics and systematic reviews: A comparison between the Proknow-C and the Methodi Ordinatio
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From the store to omnichannel retail: looking back over three decades of research
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Aljuwaiber, A. (2020) · Journal of Entrepreneurship in Emerging Economies · doi:10.1108/jeee-08-2019-0123 · Cited by 105 · see citing works
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Proliferation and Apoptosis Pathways and Factors in Oral Squamous Cell Carcinoma
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Ecosystem services and life cycle assessment: A bibliometric review
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Scientific laws of research funding to support citations and diffusion of knowledge in life science
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Isager, P. M., van Aert, R. C. M., Bahník, Š., Brandt, M. J., DeSoto, K. A., Giner‐Sorolla, R., Krueger, J. I., Perugini, M., Ropovik, I., Veer, A. V. '., et al. (2021) · Psychological Methods · doi:10.1037/met0000438 · Cited by 86 · see citing works
Research on Small and Medium-Sized Towns: Framing a New Field of Inquiry
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Umeokafor, N. I., Umar, T., & Evangelinos, K. I. (2022) · Safety Science · doi:10.1016/j.ssci.2022.105897 · Cited by 84 · see citing works
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Shen, K., & Shen, H. J. (2020) · Tourism Review · doi:10.1108/tr-11-2019-0451 · Cited by 82 · see citing works
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Bibliometric analysis methods for the medical literature
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Drug-Drug Interactions and Synergy: From Pharmacological Models to Clinical Application
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Development of socially sustainable transport research: A bibliometric and visualization analysis
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Pinto, T. D., & Teixeira, A. A. C. (2020) · Scientometrics · doi:10.1007/s11192-020-03419-3 · Cited by 71 · see citing works
Irwanto, I. (2021) · European Journal of Educational Research · doi:10.12973/eu-jer.10.4.2045 · Cited by 71 · see citing works
Raza, S. A., Qazi, W., & Yousufi, S. Q. (2021) · Journal of Applied Research in Higher Education · doi:10.1108/jarhe-03-2020-0065 · Cited by 70 · see citing works
Shareefa, M., & Moosa, V. (2020) · European Journal of Educational Research · doi:10.12973/eu-jer.9.1.331 · Cited by 68 · see citing works
In which fields are citations indicators of research quality?
Thelwall, M. A., Kousha, K., Stuart, E., Makita, M., Abdoli, M., Wilson, P., & Levitt, J. (2023) · Journal of the Association for Information Science and Technology · doi:10.1002/asi.24767 · Cited by 68 · see citing works
Bibliometrics in Academic Recruitment: A Screening Tool Rather than a Game Changer
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Cheng, S., Chang‐Chien, G., Huang, Q., Zhang, Y., Yan, P., Zhang, J., Wang, Y., Zhang, D., & Teng, G. (2019) · Aerosol and Air Quality Research · doi:10.4209/aaqr.2019.06.0327 · Cited by 65 · see citing works
Pölönen, J., Guns, R., Kulczycki, E., Sivertsen, G., & Engels, T. (2020) · Journal of Data and Information Science · doi:10.2478/jdis-2021-0004 · Cited by 65 · see citing works
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Irwanto, I., Wahyudiati, D., Saputro, A. D., & Laksana, S. D. (2023) · International Journal of Emerging Technologies in Learning (iJET) · doi:10.3991/ijet.v18i05.37021 · Cited by 64 · see citing works
A long-term bibliometric analysis of journals influencing management accounting and control research
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Añazco, D., Nicolalde, B., Espinosa, I., Camacho, J., Mushtaq, M., Gimenez, J., & Teran, E. (2021) · PeerJ · doi:10.7717/peerj.10927 · Cited by 63 · see citing works
Aftab, J., Sarwar, H., Amin, A., & Kiran, A. (2021) · Social Responsibility Journal · doi:10.1108/srj-09-2020-0393 · Cited by 63 · see citing works
Leising, D., Thielmann, I., Glöckner, A., Gärtner, A., & Schönbrodt, F. D. (2022) · Personality Science · doi:10.5964/ps.6029 · Cited by 63 · see citing works
Adetunji, T. L., Olawale, F., Olisah, C., Adetunji, A. E., & Aremu, A. O. (2022) · Frontiers in Oncology · doi:10.3389/fonc.2022.908487 · Cited by 62 · see citing works
A bibliometric reflection on the history of green human resource management research
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A critical review of HR analytics: visualization and bibliometric analysis approach
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Richardson, R. J., Fink, J. K., Glynn, P., Hufnagel, R. B., Махаева, Г. Ф., & Wijeyesakere, S. J. (2020) · Advances in neurotoxicology · doi:10.1016/bs.ant.2020.01.001 · Cited by 61 · see citing works
Criteria for assessing grant applications: a systematic review
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Knowledge hiding in academia: an empirical study of Indian higher education students
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Examining the developments in scheduling algorithms research: A bibliometric approach
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Sawicki, J., Ganzha, M., & Paprzycki, M. (2023) · Data Intelligence · doi:10.1162/dint_a_00213 · Cited by 59 · see citing works
Living Labs: From Niche to Mainstream Innovation Management
Greve, K., Vita, R. D., Leminen, S., & Westerlund, M. (2021) · Sustainability · doi:10.3390/su13020791 · Cited by 59 · see citing works
Pitafi, A. H., & Ren, M. (2021) · Internet Research · doi:10.1108/intr-11-2019-0469 · Cited by 58 · see citing works
The past, present, and future of China-related accounting research
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Shea, T. P., Usman, S. A., Sengottuvel, A., & Parayitam, S. (2021) · VINE Journal of Information and Knowledge Management Systems · doi:10.1108/vjikms-12-2020-0232 · Cited by 57 · see citing works
Abusive supervision and its relationship with knowledge hiding: the mediating role of distrust
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Menidjel, C., Benhabib, A., Bilgihan, A., & Madanoglu, M. (2019) · International Journal of Retail & Distribution Management · doi:10.1108/ijrdm-01-2019-0020 · Cited by 54 · see citing works
A bibliometric review of barriers to circular economy implementation in solid waste management
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Bonkra, A., Pathak, S. K., Kaur, A., & Shah, M. A. (2024) · Artificial Intelligence Review · doi:10.1007/s10462-023-10628-8 · Cited by 53 · see citing works
A journey of social sustainability in organization during MDG & SDG period: A bibliometric analysis
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How faculty define quality, prestige, and impact of academic journals
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Kokol, P. (2023) · Journal of the Medical Library Association JMLA · doi:10.5195/jmla.2023.1513 · Cited by 51 · see citing works
Rushforth, A., & Hammarfelt, B. (2023) · Quantitative Science Studies · doi:10.1162/qss_a_00280 · Cited by 51 · see citing works
Peer Review versus Bibliometrics: Which Method Better Predicts the Scholarly Impact of Publications?
Abramo, G., D’Angelo, C. A., & Reale, E. (2019) · Scientometrics · doi:10.1007/s11192-019-03184-y · Cited by 50 · see citing works
Applications of natural language processing in software traceability: A systematic mapping study
Pauzi, Z., & Capiluppi, A. (2023) · Journal of Systems and Software · doi:10.1016/j.jss.2023.111616 · Cited by 49 · see citing works
López-López, E., Tobón, S., & Herting, D. C. (2024) · Alteridad · doi:10.17163/alt.v19n2.2024.03 · Cited by 49 · see citing works
Analyzing digital communication: a comprehensive literature review
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The relation between intellectual capital and digital transformation: a bibliometric analysis
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Delayed citation impact of interdisciplinary research
Zhang, Y., Wang, Y., Du, H., & Havlin, S. (2023) · Journal of Informetrics · doi:10.1016/j.joi.2023.101468 · Cited by 47 · see citing works
Charting the Growth and Structure of Early ChatGPT-Education Research: A Bibliometric Study
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A gender- and class-sensitive explanatory model for rural women entrepreneurship in Turkey
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Li, H., & Yin, Z. (2022) · Journal of Librarianship and Information Science · doi:10.1177/09610006221106178 · Cited by 46 · see citing works
Soliman, M. S. A., Fatnassi, T., Elgammal, I. M. Y., & Figueiredo, R. (2023) · Big Data and Cognitive Computing · doi:10.3390/bdcc7010012 · Cited by 46 · see citing works
The role of metrics in peer assessments
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Self-citationGlobal Trends of Green Pesticide Research from 1994 to 2019: A Bibliometric Analysis
Smith, H. H., Idris, O. A., & Maboeta, M. S. (2021) · Journal of Toxicology · doi:10.1155/2021/6637516 · Cited by 46 · see citing works
Bornmann, L., & Tekles, A. (2021) · Journal of Informetrics · doi:10.1016/j.joi.2021.101159 · Cited by 45 · see citing works
Aryadoust, V., Zakaria, A., Lim, M. H., & Chen, C. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01941 · Cited by 45 · see citing works
Α systematic meta-review analysis of review papers in the marine plastic pollution literature
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An analysis of the effects of sharing research data, code, and preprints on citations
Colavizza, G., Cadwallader, L., LaFlamme, M., Dozot, G., Lecorney, S., Rappo, D., & Hrynaszkiewicz, I. (2024) · PLoS ONE · doi:10.1371/journal.pone.0311493 · Cited by 44 · see citing works
A meta-analysis of semantic classification of citations
Kunnath, S. N., Herrmannova, D., Pride, D., & Knoth, P. (2021) · Quantitative Science Studies · doi:10.1162/qss_a_00159 · Cited by 43 · see citing works
Measuring the influence of non-scientific features on citations
Mammola, S., Piano, E., Doretto, A., Caprio, E., & Chamberlain, D. (2022) · Scientometrics · doi:10.1007/s11192-022-04421-7 · Cited by 44 · see citing works
A review of air transport service quality studies: current status and future research agenda
Zhang, Y., Lee, S.-Y., & Gu, Y. (2023) · Journal of the Air Transport Research Society · doi:10.59521/ef52bb6324bd7035 · Cited by 43 · see citing works
Ecological restoration research progress and prospects: A bibliometric analysis
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Zhu, S., Liu, Y., Gu, Z., & Zhao, Y. (2021) · Advanced Healthcare Materials · doi:10.1002/adhm.202002222 · Cited by 43 · see citing works
Cerezo, R., Lara, J. A., Azevedo, R., & Romero, C. (2024) · Computers in Human Behavior · doi:10.1016/j.chb.2024.108155 · Cited by 42 · see citing works
A Bibliometric Analysis of Child Language During 1900–2021
Guo, X. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.862042 · Cited by 42 · see citing works
Quality assessment of meta-analyses on soil organic carbon
Fohrafellner, J., Zechmeister‐Boltenstern, S., Murugan, R., & Valkama, E. (2023) · SOIL · doi:10.5194/soil-9-117-2023 · Cited by 41 · see citing works
Citation differences across research funding and access modalities
Dorta–González, P., & Dorta-González, M. I. (2023) · The Journal of Academic Librarianship · doi:10.1016/j.acalib.2023.102734 · Cited by 41 · see citing works
A critical review of the advancements in acid-activated metakaolin geopolymers
Alvi, I. H., Li, Q., Hu, H., Onyekwena, C. C., Hou, Y., Hakuzweyezu, T., Iftikhar, S., & Chen, B. (2024) · Construction and Building Materials · doi:10.1016/j.conbuildmat.2024.135609 · Cited by 41 · see citing works
Kaltenbrunner, W., Pinfield, S., Waltman, L., Woods, H. B., & Brumberg, J. (2022) · Journal of Documentation · doi:10.1108/jd-01-2022-0022 · Cited by 41 · see citing works
Citation Data and Analysis: Limitations and Shortcomings
WORRALL, J. L., & Cohn, E. G. (2023) · Journal of Contemporary Criminal Justice · doi:10.1177/10439862231170972 · Cited by 41 · see citing works
- Authors
- Aksnes, D. W., Langfeldt, L., & Wouters, P.
- Affiliations
- Nordic Institute for Studies in Innovation, Research and Education (NO)
- Leiden University (NL)
- Corresponding author
- Aksnes, Dag W.
- Venue
- Sage Open
- Publisher
- SAGE Publications
- Published
- 2019-01
- Volume
- 9
- Issue
- 1
- ISSN
- 2158-2440 (ISSN-L)
- OpenAlex
- W2913788248
- Semantic Scholar
- 59660bbee2813e0ddc65cd8e7fa35ea51f58b6e7
- Cited by
- 1,257
- References
- 132
- Citations by year
- 2026: 153 · 2025: 207 · 2024: 223 · 2023: 202 · 2022: 181 · 2021: 177 · 2020: 89 · 2019: 23 · 2013: 1 · 2012: 1
- FWCI
- 78.79
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- SAGE Open (publishedVersion, cc-by)
- Leiden Repository (Leiden University) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- NORA - Norwegian Open Research Archives (submittedVersion, cc-by)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- Norges Forskningsråd (256223)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › scientometrics and bibliometrics research
- Physical Sciences › Computer Science › Information Systems › Web visibility and informetrics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychology Research and Bibliometrics
- Keywords
- citation, citation metrics, research quality, research evaluation, research funding, scientific impact, originality, social values, plausibility, science policy
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-06.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-06.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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