Science of Science
Quantitative understanding of the interactions among scientific agents
By J.A. Torres-Matallana
June 26, 2023
“The science of science (SciSci) offers a quantitative understanding of the interactions among scientific agents across diverse geographic and temporal scales: It provides insights into the conditions underlying creativity and the genesis of scientific discovery, with the ultimate goal of developing tools and policies that have the potential to accelerate science.” (Fortunato et al., 2018).
A bibliometric analysis on Science of Science.
Web of Science (WoS) is a key “website which provides subscription-based access to multiple databases that provide comprehensive citation data for many different academic disciplines originally produced by the Institute for Scientific Information and is currently maintained by Clarivate Analytics." (Wikipedia, 2020). SCOPUS is the second source of bibliographic references consulted. “Scopus uniquely combines a comprehensive, expertly curated abstract and citation database with enriched data and linked scholarly literature across a wide variety of disciplines." ( scopus).
A search including in all fields for the WoS database and title, abstract and keywords for the SCOPUS database, was performed with the search keywords:
- “science of science”
The search was made on 26th June 2023. A total of 580 documents of scientific references was retrieved, from which a full reference plus citations per document was retrieved as a bibtex database file. The references were analyzed by using the bibliometrix R-tool for comprehensive science mapping analysis ( Aria and Cuccurullo 2017). In this document is presented a summary of this bibliometric analysis, which can be used as a potential starting point for future research.
“The value proposition of SciSci is that with a deeper understanding of the factors that drive successful science, we can more effectively address environmental, societal, and technological problems.” (Fortunato et al., 2018).
Table 1 shows the main information for the documents retrieved and analyzed.
Table 1. Main information summary for the documents retrieved from the Web of Science and Scopus searches.
| Description | Results |
|---|---|
| MAIN INFORMATION ABOUT DATA | |
| Timespan | 1939:2023 |
| Sources (Journals, Books, etc) | 359 |
| Documents | 580 |
| Annual Growth Rate Document Average Age | 9.85 |
| Average citations per doc | 13.85 |
| Average citations per year per doc | 2.033 |
| References | 13062 |
| DOCUMENT TYPES | |
| article | 363 |
| a rticle article | 2 |
| article review | 1 |
| article; early access | 3 |
| article; proceedings paper | 7 |
| biographical-item | 3 |
| book | 6 |
| book chapter | 27 |
| book review | 16 |
| conference paper | 26 |
| conference review | 2 |
| data paper | 1 |
| editorial | 5 |
| editorial material | 18 |
| erratum | 3 |
| letter | 6 |
| meeting abstract | 1 |
| news item | 1 |
| note | 6 |
| proceedings paper | 46 |
| retracted | 1 |
| review | 33 |
| review; early access | 2 |
| short survey article | 1 |
| DOCUMENT CONTENTS | |
| Keywords Plus (ID) | 1143 |
| Author’s Keywords (DE) | 1427 |
| AUTHORS | |
| Authors | 1142 |
| Author Appearances | 1555 |
| Authors of single-authored docs | 193 |
| AUTHORS COLLABORATION | |
| Single-authored docs | 234 |
| Documents per Author | 0.508 |
| Co-Authors per Doc | 2.68 |
| International co-authorships % | 17.76 |
Figure 1.1. Annual production in terms of documents published.
Figure 1.2. Most productive countries in terms of documents published.
Figure 1.3. shows the network of country collaboration.
Figure 1.3. Country collaboration network in terms of documents published.
Table 2 shows the most productive authors.
Table 2. Most productive authors for the documents retrieved from the Web of Science and Scopus searches.
| Authors | Articles |
|---|---|
| WANG Y | 13 |
| XIA F | 13 |
| KOKOWSKI M | 12 |
| (Anonymous) | 11 |
| OSBORNE F | 11 |
| MOTTA E | 10 |
| LIU J | 9 |
| WANG D | 9 |
| PETERSEN AM | 8 |
| BU Y | 7 |
| LEE I | 7 |
| SALATINO A | 7 |
| SHAO Z | 7 |
| YUAN S | 7 |
| BOERNER K | 6 |
| KONG X | 6 |
| SCHEUFELE DA | 6 |
| ZHANG Y | 6 |
| DONG Y | 5 |
| EVANS JA | 5 |
Table 3 shows the most cited papers.
Table 3. Most cited papers from the Web of Science and Scopus searches. TC = total citations.
| Paper | Reference | DOI | TC | TCPerYear |
|---|---|---|---|---|
| FORTUNATO S, 2018, SCIENCE | ( Fortunato et al. 2018) | 10.1126/science.aao0185 | 506 | 84.33 |
| KAHAN DM, 2015, POLIT PSYCHOL | ( Kahan 2015) | 10.1111/pops.12244 | 313 | 34.78 |
| HUANG J, 2020, PROC NATL ACAD SCI U S A | ( J. Huang et al. 2020) | 10.1073/pnas.1914221117 | 308 | 77.00 |
| BETTENCOURT LMA, 2011, PROC NATL ACAD SCI U S A | ( Bettencourt and Kaur 2011) | 10.1073/pnas.1102712108 | 244 | 18.77 |
| GARFIELD E, 2009, J INFORMETR | ( Garfield 2009) | 10.1016/j.joi.2009.03.009 | 227 | 15.13 |
| FISCHHOFF B, 2013, PROC NATL ACAD SCI U S A | ( Fischhoff 2013) | 10.1073/pnas.1213273110 | 223 | 20.27 |
| ZENG A, 2017, PHYS REP-REV SEC PHYS LETT | ( Zeng et al. 2017) | 10.1016/j.physrep.2017.10.001 | 184 | 26.29 |
| PETERSEN AM, 2014, PROC NATL ACAD SCI U S A | ( Alexander Michael Petersen et al. 2014) | 10.1073/pnas.1323111111 | 147 | 14.70 |
| WEINBERG BH, 1974, INFORMATION STORAGE AND RETRIEVAL | ( B. H. Weinberg 1974) | 10.1016/0020-0271(74)90058-8 | 136 | 2.72 |
| BIBRIA SE, 2017, SUST CITIES SOC | ( Bibria and Krogstie 2017) | 10.1016/j.scs.2016.11.004 | 118 | 16.86 |
| STEVENS SS, 1939, PSYCHOL BULL | ( Stevens 1939) | 10.1037/h0056886 | 113 | 1.33 |
| STOKNES PE, 2014, ENERGY RES SOC SCI | ( Stoknes 2014) | 10.1016/j.erss.2014.03.007 | 110 | 11.00 |
| SUN X, 2013, SCI REP | ( Sun et al. 2013) | 10.1038/srep01069 | 110 | 10.00 |
| CLAUSET A, 2017, SCIENCE | ( Clauset, Larremore, and Sinatra 2017) | 10.1126/science.aal4217 | 104 | 14.86 |
| PETERSEN AM, 2012, PROC NATL ACAD SCI U S A | ( Alexander M. Petersen et al. 2012) | 10.1073/pnas.1121429109 | 104 | 8.67 |
| RZHETSKY A, 2015, PROC NATL ACAD SCI U S A | ( Rzhetsky et al. 2015) | 10.1073/pnas.1509757112 | 101 | 11.22 |
| LEYDESDORFF L, 2009, J INFORMETR | ( Leydesdorff and Wagner 2009) | 10.1016/j.joi.2009.05.005 | 97 | 6.47 |
| KAHAN DM, 2013, SCIENCE | ( Wagner et al. 2018) | 10.1126/science.1245724 | 96 | 8.73 |
| LETCHFORD A, 2015, R SOC OPEN SCI | ( Letchford, Moat, and Preis 2015) | 10.1098/rsos.150266 | 89 | 9.89 |
| SAKS MJ, 2003, SCI JUSTICE | ( Saks et al. 2003) | 10.1016/S1355-0306(03)71747-X | 88 | 4.19 |
Table 4 shows the most sources of the documents retrieved from the Web of Science and Scopus searches.
Table 4. Most relevant sources of the documents retrieved from the Web of Science and Scopus searches.
| Sources | Articles |
|---|---|
| SCIENTOMETRICS | 42 |
| PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA | 30 |
| JOURNAL OF INFORMETRICS | 25 |
| STUDIA HISTORIAE SCIENTIARUM | 11 |
| EPJ DATA SCIENCE | 7 |
| IEEE ACCESS | 7 |
| QUANTITATIVE SCIENCE STUDIES | 7 |
| THE OXFORD HANDBOOK OF THE SCIENCE OF SCIENCE COMMUNICATION | 7 |
| PROCEEDINGS OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY | 6 |
| VOPROSY FILOSOFII | 6 |
| ISSI 2017 - 16TH INTERNATIONAL CONFERENCE ON SCIENTOMETRICS AND INFORMETRICS CONFERENCE PROCEEDINGS | 5 |
| ROYAL SOCIETY OPEN SCIENCE | 5 |
| SCIENCE AND PUBLIC POLICY | 5 |
| DEUTSCHE ZEITSCHRIFT FUR PHILOSOPHIE | 4 |
| NUTRITION TODAY | 4 |
| PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS | 4 |
| SCIENCE | 4 |
| SOCIAL STUDIES OF SCIENCE | 4 |
| 2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) | 3 |
| ACM INTERNATIONAL CONFERENCE PROCEEDING SERIES | 3 |
Author keyword co-occurrences
Figure 2 illustrates the author keyword co-occurrences network.
Figure 2. Web of Science and Scopus author keyword co-ocurrences. Cluster 1 in red, and Cluster 2 in blue.
Table 5 shows the most relevant references by clusters defined in the bibliometric analysis by author keyword.
Table 5. Most relevant references by clusters defined in the bibliometric analysis by author keyword. TC = Times Cited; PY = Publication Year. The index 1 stands for the more recent publications.
Subject co-ocurrences
Figure 3 illustrates the WoS and Scopus subject co-occurrences network.
Figure 3. Web of Science and Scopus subject co-ocurrences. Cluster 1 in red, Cluster 2 in blue, Cluster 3 in green, Cluster 4 in purple, and Cluster 5 in orange.
Table 6 shows the most relevant references by clusters defined in the bibliometric analysis by subject.
Table 6. Most relevant references by clusters defined in the bibliometric analysis by Subject. TC = Times Cited; PY = Publication Year. The index 1 stands for the more recent publications.
| Cluster | Subject | Reference | TC | PY | Reference.1 | TC.1 | PY.1 |
|---|---|---|---|---|---|---|---|
| 1 | BUSINESS AND ECONOMICS | ( B. A. Weinberg 2011) | 31 | 2011 | ( Shekhar and Valeri 2023) | 1 | 2023 |
| 1 | BUSINESS AND ECONOMICS | ( Furman, Murray, and Stern 2012) | 24 | 2012 | ( Bosco 2022) | 0 | 2022 |
| 1 | BUSINESS AND ECONOMICS | ( J. I. Lane et al. 2015) | 20 | 2015 | ( Jones, Manville, and Chataway 2022) | 16 | 2022 |
| 1 | BUSINESS AND ECONOMICS | ( Jones, Manville, and Chataway 2022) | 16 | 2022 | ( Kim et al. 2022) | 8 | 2022 |
| 1 | GOVERNMENT AND LAW | ( Kahan 2015) | 313 | 2015 | ( Viswanath et al. 2022) | 2 | 2022 |
| 1 | GOVERNMENT AND LAW | ( Nisbet and Fahy 2015) | 52 | 2015 | ( Thomas and Thomas 2020) | 4 | 2020 |
| 1 | GOVERNMENT AND LAW | ( Largent and Lane 2012) | 18 | 2012 | ( Shchennikova 2016) | 0 | 2016 |
| 1 | GOVERNMENT AND LAW | ( Thomas and Thomas 2020) | 4 | 2020 | ( Kahan 2015) | 313 | 2015 |
| 1 | PUBLIC ADMINISTRATION | ( Furman, Murray, and Stern 2012) | 24 | 2012 | ( Cuhls et al. 2015) | 5 | 2015 |
| 1 | PUBLIC ADMINISTRATION | ( Largent and Lane 2012) | 18 | 2012 | ( Hall, Layson, and Link 2014) | 5 | 2014 |
| 1 | PUBLIC ADMINISTRATION | ( Visvanathan 2002) | 11 | 2002 | ( Furman, Murray, and Stern 2012) | 24 | 2012 |
| 1 | PUBLIC ADMINISTRATION | ( Cuhls et al. 2015) | 5 | 2015 | ( J. Lane and Black 2012) | 4 | 2012 |
| 2 | COMMUNICATION | ( Jiaying Liu et al. 2018) | 75 | 2018 | ( Angioni, Salatino, Osborne, Recupero, et al. 2022) | 1 | 2022 |
| 2 | COMMUNICATION | ( Hendriks, Kienhues, and Bromme 2016) | 22 | 2016 | ( Barnidge et al. 2022) | 4 | 2022 |
| 2 | COMMUNICATION | ( Molontay and Nagy 2019) | 12 | 2019 | ( Borrego et al. 2022) | 0 | 2022 |
| 2 | COMMUNICATION | ( Shao, Yuan, and Wang 2020) | 10 | 2020 | ( Fleerackers 2022) | 0 | 2022 |
| 2 | EDUCATION AND EDUCATIONAL RESEARCH | ( Koponen 2021) | 4 | 2021 | ( Howell et al. 2023) | 0 | 2023 |
| 2 | EDUCATION AND EDUCATIONAL RESEARCH | ( Elzinga 2012) | 3 | 2012 | ( Koponen 2021) | 4 | 2021 |
| 2 | EDUCATION AND EDUCATIONAL RESEARCH | ( Apolsky et al. 2019) | 2 | 2019 | ( Apolsky et al. 2019) | 2 | 2019 |
| 2 | EDUCATION AND EDUCATIONAL RESEARCH | ( THAGARD 1992) | 1 | 1992 | ( Zhang et al. 2019) | 0 | 2019 |
| 2 | HISTORY AND PHILOSOPHY OF SCIENCE | ( Hendriks, Kienhues, and Bromme 2016) | 22 | 2016 | ( Robin 2022) | 0 | 2022 |
| 2 | HISTORY AND PHILOSOPHY OF SCIENCE | ( Alexander M. Petersen, Pavlidis, and Semendeferi 2014) | 22 | 2014 | ( Scheufele 2022) | 2 | 2022 |
| 2 | HISTORY AND PHILOSOPHY OF SCIENCE | ( Hackett and Rhoten 2011) | 16 | 2011 | ( Baturin 2020) | 0 | 2020 |
| 2 | HISTORY AND PHILOSOPHY OF SCIENCE | ( HAMLIN 1992) | 10 | 1992 | ( Gerken 2020) | 3 | 2020 |
| 2 | PHILOSOPHY | ( LAUDAN 1981) | 72 | 1981 | ( Contreras Kallens, Hicks, and Jennings 2022) | 0 | 2022 |
| 2 | PHILOSOPHY | ( Blancke, Boudry, and Pigliucci 2017) | 30 | 2017 | ( Korzhuev et al. 2022) | 0 | 2022 |
| 2 | PHILOSOPHY | ( Hendriks, Kienhues, and Bromme 2016) | 22 | 2016 | ( Robin 2022) | 0 | 2022 |
| 2 | PHILOSOPHY | ( Alexander M. Petersen, Pavlidis, and Semendeferi 2014) | 22 | 2014 | ( Scheufele 2022) | 2 | 2022 |
| 2 | SCIENCE AND TECHNOLOGY - OTHER TOPICS | ( Fortunato et al. 2018) | 506 | 2018 | ( Beese et al. 2023) | 0 | 2023 |
| 2 | SCIENCE AND TECHNOLOGY - OTHER TOPICS | ( J. Huang et al. 2020) | 308 | 2020 | ( F. Liu, Rahwan, and AlShebli 2023b) | 0 | 2023 |
| 2 | SCIENCE AND TECHNOLOGY - OTHER TOPICS | ( Bettencourt and Kaur 2011) | 244 | 2011 | ( L. Liu et al. 2023) | 0 | 2023 |
| 2 | SCIENCE AND TECHNOLOGY - OTHER TOPICS | ( Fischhoff 2013) | 223 | 2013 | ( Youyou, Yang, and Uzzi 2023) | 4 | 2023 |
| 2 | SOCIAL SCIENCES - OTHER TOPICS | ( LAUDAN 1981) | 72 | 1981 | ( Fujita and Vitevitch 2022) | 1 | 2022 |
| 2 | SOCIAL SCIENCES - OTHER TOPICS | ( Nisbet and Fahy 2015) | 52 | 2015 | ( J. Li et al. 2022) | 0 | 2022 |
| 2 | SOCIAL SCIENCES - OTHER TOPICS | ( Bornmann, Haunschild, and Mutz 2021) | 41 | 2021 | ( Viswanath et al. 2022) | 2 | 2022 |
| 2 | SOCIAL SCIENCES - OTHER TOPICS | ( Alexander M. Petersen, Pavlidis, and Semendeferi 2014) | 22 | 2014 | ( Bornmann, Haunschild, and Mutz 2021) | 41 | 2021 |
| 3 | ENGINEERING | ( Jiaying Liu et al. 2018) | 75 | 2018 | ( Angioni, Salatino, Osborne, Recupero, et al. 2022) | 1 | 2022 |
| 3 | ENGINEERING | ( Alexander M. Petersen, Pavlidis, and Semendeferi 2014) | 22 | 2014 | ( Borrego et al. 2022) | 0 | 2022 |
| 3 | ENGINEERING | ( Hackett and Rhoten 2011) | 16 | 2011 | ( Jones, Manville, and Chataway 2022) | 16 | 2022 |
| 3 | ENGINEERING | ( Jones, Manville, and Chataway 2022) | 16 | 2022 | ( Shao et al. 2022) | 7 | 2022 |
| 3 | NEUROSCIENCES AND NEUROLOGY | ( Dworkin, Shinohara, and Bassett 2018) | 8 | 2018 | ( L. Liu et al. 2023) | 0 | 2023 |
| 3 | NEUROSCIENCES AND NEUROLOGY | ( L. Liu et al. 2023) | 0 | 2023 | ( Dworkin, Shinohara, and Bassett 2018) | 8 | 2018 |
| 3 | NEUROSCIENCES AND NEUROLOGY | ( Silva, Avina, and Tsao 2016) | 0 | 2016 | ( Silva, Avina, and Tsao 2016) | 0 | 2016 |
| 3 | PSYCHOLOGY | ( Kahan 2015) | 313 | 2015 | ( L. Liu et al. 2023) | 0 | 2023 |
| 3 | PSYCHOLOGY | ( Blanton and Ikizer 2019) | 8 | 2019 | ( Bosco 2022) | 0 | 2022 |
| 3 | PSYCHOLOGY | ( Mannocci, Osborne, and Motta 2019) | 7 | 2019 | ( Thelwall 2020) | 4 | 2020 |
| 3 | PSYCHOLOGY | ( Thelwall 2020) | 4 | 2020 | ( Blanton and Ikizer 2019) | 8 | 2019 |
| 4 | COMPUTER SCIENCE | ( Garfield 2009) | 227 | 2009 | ( Jaramillo, Montes, and Menezes 2023) | 0 | 2023 |
| 4 | COMPUTER SCIENCE | ( Leydesdorff and Wagner 2009) | 97 | 2009 | ( Macedo, Jaramillo, and Menezes 2023) | 0 | 2023 |
| 4 | COMPUTER SCIENCE | ( Guo, Weingart, and Boerner 2011) | 75 | 2011 | ( Miura, Asatani, and Sakata 2023) | 0 | 2023 |
| 4 | COMPUTER SCIENCE | ( Jiaying Liu et al. 2018) | 75 | 2018 | ( Patelli et al. 2023) | 1 | 2023 |
| 4 | INFORMATION SCIENCE AND LIBRARY SCIENCE | ( Garfield 2009) | 227 | 2009 | ( Y. Huang, Tian, and Ma 2023) | 0 | 2023 |
| 4 | INFORMATION SCIENCE AND LIBRARY SCIENCE | ( Leydesdorff and Wagner 2009) | 97 | 2009 | ( M. Li, Zhang, and Wang 2023) | 0 | 2023 |
| 4 | INFORMATION SCIENCE AND LIBRARY SCIENCE | ( Guo, Weingart, and Boerner 2011) | 75 | 2011 | ( Miura, Asatani, and Sakata 2023) | 0 | 2023 |
| 4 | INFORMATION SCIENCE AND LIBRARY SCIENCE | ( Dahlberg 2006) | 64 | 2006 | ( Patelli et al. 2023) | 1 | 2023 |
| 5 | MATHEMATICS | ( Schulz et al. 2014) | 49 | 2014 | ( Danus et al. 2023) | 0 | 2023 |
| 5 | MATHEMATICS | ( Janosov, Battiston, and Sinatra 2020) | 20 | 2020 | ( Servedio et al. 2023) | 0 | 2023 |
| 5 | MATHEMATICS | ( Alexander M. Petersen and Penner 2014) | 18 | 2014 | ( Borycz, Horne, and Bentley 2022) | 0 | 2022 |
| 5 | MATHEMATICS | ( Palchykov et al. 2016b) | 10 | 2016 | ( Seckin and Varol 2022) | 0 | 2022 |
Author’s co-citation and coupling
Figure 4 illustrates the author’s co-citation network.
Figure 4. Author’s co-citation network.
Figure 5 illustrates the author’s coupling network.
Figure 5. Author’s coupling network. Cluster 1 in red, Cluster 2 in blue, and Cluster 3 in green.
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