Abstract
The relationship between open access and academic impact (usually measured as citations received from academic publications) has been extensively studied but remains a very controversial topic. However, the effect of open access on policy impact (measured as citations received from policy documents) is still unknown. The purpose of this study was to examine the effect of open access on the policy impact, which might initiate a new controversial topic. Research articles in the field of library and information science (LIS) were selected as the data sample (n = 48,884). Negative binomial regression models were used to examine the dataset. Furthermore, propensity score matching (PSM) analysis, a causal inference approach, was used to estimate the effect of open access on the policy impact based on a selected LIS journal (Scientometrics, n = 4019) that received the most policy citations among the LIS journals. Linear regression models, logit regression models, four other matching methods, open access status provided by different databases, and different sizes of data samples were used to check the robustness of the main results. This study revealed that open access had significant and positive effects on the policy impact.
Similar content being viewed by others
References
Adie, E. (2020). Do open journals get cited more in government policy? Septentrio Conference Series. https://doi.org/10.7557/5.5571
Aguillo, I. F. (2020). Altmetrics of the open access institutional repositories: A webometrics approach. Scientometrics, 123(3), 1181–1192. https://doi.org/10.1007/s11192-020-03424-6
Airoldi, G., & Vecchi, D. (2021). The road from evidence to policies and the erosion of the standards of democratic scrutiny in the COVID-19 pandemic. History and Philosophy of the Life Sciences, 43(2), 66. https://doi.org/10.1007/s40656-021-00419-1
Alkhawtani, R. H. M., Kwee, T. C., & Kwee, R. M. (2020). Citation advantage for open access articles in European Radiology. European Radiology, 30(1), 482–486. https://doi.org/10.1007/s00330-019-06389-0
AlRyalat, S. A., Alessa, Z., Mansour, M., Hamidi, M., Obeidat, M., & Odtallah, O. (2021). Assessing number and quality of urology open access journals: 2011 to 2018. Current Urology, 15(1), 59–62. https://doi.org/10.1097/cu9.0000000000000007
AlRyalat, S. A., Nassar, A. A., Tamimi, F., Al-Fraihat, E., Assaf, L., Ghareeb, R., et al. (2019). The impact of the open-access status on journal indices: Oncology journals. Journal of Gastrointestinal Oncology, 10(4), 777–782.
Altmetric. (2020). What are altmetrics? Retrieved May 1, 2023, form https://help.altmetric.com/support/solutions/articles/6000232838-what-are-altmetrics
Atchison, A., & Bull, J. (2015). Will open access get me cited? An analysis of the efficacy of open access publishing in political science. Political Science & Politics, 48(1), 129–137. https://doi.org/10.1017/S1049096514001668
Basson, I., Blanckenberg, J. P., & Prozesky, H. (2021). Do open access journal articles experience a citation advantage? Results and methodological reflections of an application of multiple measures to an analysis by WoS subject areas. Scientometrics, 126(1), 459–484. https://doi.org/10.1007/s11192-020-03734-9
Basson, I., Simard, M.-A., Ouangré, Z. A., Sugimoto, C. R., & Larivière, V. (2022). The effect of data sources on the measurement of open access: A comparison of dimensions and the web of science. PLOS ONE, 17(3), e0265545. https://doi.org/10.1371/journal.pone.0265545
Beaujean, A. A., & Grant, M. B. (2016). Tutorial on using regression models with count outcomes using R. Practical Assessment, Research, and Evaluation, 21(1), Article 2. https://doi.org/10.7275/pj8c-h254
Cho, J. (2021a). Altmetrics analysis of highly cited academic papers in the field of library and information science. Scientometrics, 126(9), 7623–7635. https://doi.org/10.1007/s11192-021-04084-w
Cho, J. (2021b). Altmetrics of highly cited research papers in social science. Serials Review, 47(1), 17–27. https://doi.org/10.1080/00987913.2021.1882652
Clarivate (2020). Searching the group author field. Retrieved May 1, 2023, from https://images.webofknowledge.com/images/help/WOS/hs_group_author.html
Clarivate (2021). Open Access. Retrieved May 1, 2023, from https://webofscience.help.clarivate.com/Content/open-access.html
Clayson, P. E., Baldwin, S. A., & Larson, M. J. (2021). The open access advantage for studies of human electrophysiology: Impact on citations and Altmetrics. International Journal of Psychophysiology, 164, 103–111. https://doi.org/10.1016/j.ijpsycho.2021.03.006
Combs, T., Nelson, K. L., Luke, D., McGuire, F. H., Cruden, G., Henson, R. M., et al. (2022). Simulating the role of knowledge brokers in policy making in state agencies: An agent-based model. Health Services Research. https://doi.org/10.1111/1475-6773.13916
Davis, P. M., Lewenstein, B. V., Simon, D. H., Booth, J. G., & Connolly, M. J. L. (2008). Open access publishing, article downloads, and citations: randomised controlled trial. BMJ, 337, a568. https://doi.org/10.1136/bmj.a568
Dickersin, K., Scherer, R., Suci, E. S. T., & Gil-Montero, M. (2002). Problems with indexing and citation of articles with group authorship. JAMA: Journal of the American Medical Association, 287(21), 2772–2774. https://doi.org/10.1001/jama.287.21.2772
Dorta-González, P., Suárez-Vega, R., & Dorta-González, M. I. (2020). Open access effect on uncitedness: A large-scale study controlling by discipline, source type and visibility. Scientometrics, 124(3), 2619–2644. https://doi.org/10.1007/s11192-020-03557-8
Estakhr, Z., Sotudeh, H., & Abbaspour, J. (2021). The cost-effectiveness of the article-processing-charge-funded model across countries in different scientific blocks: the case of Elsevier’s hybrid open access journals. Information Research, 26(2), paper 897. https://doi.org/10.47989/irpaper897
EuropeanUnion. (2020). EU support for open access. Retrieved May 1, 2023, from https://ec.europa.eu/info/research-and-innovation/strategy/strategy-2020-2024/our-digital-future/open-science/open-access_en
Eysenbach, G. (2006). The open access advantage. Journal of Medical Internet Research, 8(2), e8. https://doi.org/10.2196/jmir.8.2.e8
Ferreras-Fernández, T., García-Peñalvo, F. J., & Merlo-Vega, J. A. (2015). Open access repositories as channel of publication scientific grey literature. Paper presented at the Proceedings of the 3rd International Conference on Technological Ecosystems for Enhancing Multiculturality, Porto, Portugal,
Fiebig, A., & Blanke, M. (2019). Influence of language, open access option and topic on reading and citing articles in Erwerbs-Obstbau. Erwerbs-Obstbau, 61(1), 1–8. https://doi.org/10.1007/s10341-018-0394-6
Funk, T., Sharma, T., Chapman, E., & Kuchenmuller, T. (2022). Translating health information into policy-making: A pragmatic framework. Health Policy, 126(1), 16–23. https://doi.org/10.1016/j.healthpol.2021.10.001
Glänzel, W., & Chi, P. S. (2020). The big challenge of Scientometrics 2.0: exploring the broader impact of scientific research in public health. Scientometrics. https://doi.org/10.1007/s11192-020-03473-x
Guo, F., Xue, J.-Y., & Li, R.-X. (2014). Open access in China: A study of social science journals. Journal of Scholarly Publishing, 45(4), 336–352. https://doi.org/10.3138/jsp.45.4.02
Hartemink, A. E. (2019). Open access publishing and soil science—Trends and developments. Geoderma Regional, 18, e00231. https://doi.org/10.1016/j.geodrs.2019.e00231
Holmberg, K., Hedman, J., Bowman, T. D., Didegah, F., & Laakso, M. (2020). Do articles in open access journals have more frequent altmetric activity than articles in subscription-based journals? An investigation of the research output of Finnish universities. Scientometrics, 122(1), 645–659. https://doi.org/10.1007/s11192-019-03301-x
Hook, D., Hahnel, M., & Calvert, I. (2019). The ascent of open access.
Huang, Z., Zong, Q., & Ji, X. (2022). The associations between scientific collaborations of LIS research and its policy impact. Scientometrics, 127(11), 6453–6470. https://doi.org/10.1007/s11192-022-04532-1
Jeffery, S., & Verheijen, F. G. A. (2020). A new soil health policy paradigm: Pay for practice not performance! Environmental Science & Policy, 112, 371–373. https://doi.org/10.1016/j.envsci.2020.07.006
Jewell, C. J., & Bero, L. A. (2008). “Develo** good taste in evidence”: Facilitators of and hindrances to evidence-informed health policymaking in state government. The Milbank Quarterly, 86(2), 177–208. https://doi.org/10.1111/j.1468-0009.2008.00519.x
Joosse, I. R., Tordrup, D., Bero, L., Mantel-Teeuwisse, A. K., & van den Ham, H. A. (2022). A critical review of methodologies used in pharmaceutical pricing policy analyses. Health Policy. https://doi.org/10.1016/j.healthpol.2022.03.003
Jukola, S., & Canali, S. (2021). On evidence fiascos and judgments in COVID-19 policy. History and Philosophy of the Life Sciences, 43(2), 61. https://doi.org/10.1007/s40656-021-00410-w
Kale, B., Siravuri, H. V., Alhoori, H., & Papka, M. E. (2017). Predicting research that will be cited in policy documents. Paper presented at the Proceedings of the 2017 ACM on Web Science Conference, Troy, New York, USA
Kolpekwar, J. A., & Shidham, V. B. (2021). Impact of cytopathology authors work: Comparative analysis based on open-access cytopathology publications versus non-open-access conventional publications. Cytojournal, 18, 20. https://doi.org/10.25259/Cytojournal_32_2021
Konno, K., Cheng, S. H., Eales, J., Frampton, G., Kohl, C., Livoreil, B., et al. (2020). The CEEDER database of evidence reviews: An open-access evidence service for researchers and decision-makers. Environmental Science & Policy, 114, 256–262. https://doi.org/10.1016/j.envsci.2020.08.021
Kuballa, S., Schulze, M., Mielke, C., Gefeller, O., & Haux, R. (2017). On incentives for open access publishing: A survey at IMIA’s annual general assembly during HEC2016. MEDINFO 2017 Precision Healthcare through Informatics, 245, 901–904.
Kumar, M. B., Taegtmeyer, M., Madan, J., Ndima, S., Chikaphupha, K., Kea, A., et al. (2020). How do decision-makers use evidence in community health policy and financing decisions? A qualitative study and conceptual framework in four African countries. Health Policy and Planning, 35(7), 799–809. https://doi.org/10.1093/heapol/czaa027
Laakso, M., Welling, P., Bukvova, H., Nyman, L., Björk, B.-C., & Hedlund, T. (2011). The development of open access journal publishing from 1993 to 2009. PLOS ONE, 6(6), e20961. https://doi.org/10.1371/journal.pone.0020961
Leopold, S. S. (2014). Paying to publish—what is open access and why is it important? Clinical Orthopaedics and Related Research, 472(6), 1665–1666.
Liao, C. H., & Chen, M.-Y. (2018). Exploring knowledge patterns of library and information science journals within the field: A citation analysis from 2009 to 2016. Scientometrics, 117(3), 1991–2008. https://doi.org/10.1007/s11192-018-2925-1
Lin, W.-Y.C. (2021). Effects of open access and articles-in-press mechanisms on publishing lag and first-citation speed: A case on energy and fuels journals. Scientometrics, 126(6), 4841–4869. https://doi.org/10.1007/s11192-021-03956-5
Lohse, S., & Canali, S. (2021). Follow *the* science? On the marginal role of the social sciences in the COVID-19 pandemic. European Journal for Philosophy of Science, 11(4), 99. https://doi.org/10.1007/s13194-021-00416-y
Loubère, L., & Ibekwe, F. (2019). Impact of open access scholarly publications on the Web. Information Research, 24(4), 1–12.
Lynch, C. P., Cha, E. D. K., Patel, M. R., Jacob, K. C., Prabhu, M. C., Pawlowski, H., et al. (2022). How does open access publication impact readership and citation rates of lumbar spine literature? Clinical Spine Surgery, 35(6), E558–E565. https://doi.org/10.1097/bsd.0000000000001303
Malkawi, L., Al-Ryalat, N., Al Hadidi, E., Serrieh, D., & AlRyalat, S. A. (2019). The impact of open access status on journal indexes of radiology journals. American Journal of Roentgenology, 213(4), 736–739. https://doi.org/10.2214/AJR.19.21215
Malkov, D., Yaqub, O., & Siepel, J. (2023). The spread of retracted research into policy literature. Quantitative Science Studies, 4(1), 68–90. https://doi.org/10.1162/qss_a_00243
McCabe, M. J., & Snyder, C. M. (2021). Cite unseen: Theory and evidence on the effect of open access on cites to academic articles across the quality spectrum. Managerial and Decision Economics, 42(8), 1960–1979. https://doi.org/10.1002/mde.3353
McCann, T. V., & Polacsek, M. (2018). False gold: Safely navigating open access publishing to avoid predatory publishers and journals. Journal of Advanced Nursing, 74(4), 809–817. https://doi.org/10.1111/jan.13483
Miller, G. W., Stoner, R., Boissaud-Cooke, M. A., Lim, J., Furness, H., Putt, O., et al. (2021). Open access availability of anatomy papers presented at meetings of the American and British Associations of Clinical Anatomists. Clinical Anatomy, 34(5), 660–667. https://doi.org/10.1002/ca.23580
Milojević, S., Sugimoto, C. R., Yan, E., & Ding, Y. (2011). The cognitive structure of Library and Information Science: Analysis of article title words. Journal of the American Society for Information Science and Technology, 62(10), 1933–1953. https://doi.org/10.1002/asi.21602
Ming, W., & Zhao, Z. Y. (2022). Rethinking the open access citation advantage: Evidence from the “reverse-flip**” journals. Journal of the Association for Information Science and Technology. https://doi.org/10.1002/asi.24699
Morillo, F. (2020). Is open access publication useful for all research fields? Presence of funding, collaboration and impact. Scientometrics, 125(1), 689–716. https://doi.org/10.1007/s11192-020-03652-w
Nabavi, M. (2022). An analysis of journalism articles achieving high Altmetric attention scores. Learned Publishing, 35(4), 617–624. https://doi.org/10.1002/leap.1492
Newman, J., Cherney, A., & Head, B. W. (2017). Policy capacity and evidence-based policy in the public service. Public Management Review, 19(2), 157–174. https://doi.org/10.1080/14719037.2016.1148191
Newson, R., Rychetnik, L., King, L., Milat, A., & Bauman, A. (2018). Does citation matter? Research citation in policy documents as an indicator of research impact—an Australian obesity policy case-study. Health Research Policy and Systems, 16(1), 55. https://doi.org/10.1186/s12961-018-0326-9
Nogrady, B. (2023). Hyperauthorship and what it means for ‘big team’ science. Nature, 615(7950), 175–177. https://doi.org/10.1038/d41586-023-00575-3
O’Kelly, F., Fernandez, N., & Koyle, M. A. (2019). Predatory publishing or a lack of peer review transparency?—A contemporary analysis of indexed open and non-open access articles in paediatric. Journal of Pediatric Urology, 15(2), 159.e151-159.e157. https://doi.org/10.1016/j.jpurol.2018.08.019
Oliver, K., Innvar, S., Lorenc, T., Woodman, J., & Thomas, J. (2014). A systematic review of barriers to and facilitators of the use of evidence by policymakers. BMC Health Services Research, 14(1), 2. https://doi.org/10.1186/1472-6963-14-2
Ottaviani, J. (2016). The post-embargo open access citation advantage: It exists (probably), it’s modest (usually), and the rich get richer (of course). PLOS ONE, 11(8), e0159614. https://doi.org/10.1371/journal.pone.0159614
Overton (2022). What is Overton’s coverage and how does it compare to other systems? Retrieved May 1, 2023, from https://help.overton.io/article/what-is-overtons-coverage-and-how-does-it-compare-to-other-systems/
Overton (2023). Showing sources. Retrieved May 3, 2023, from https://app.overton.io/policy_sources.php
Patel, R. B., Vaduganathan, M., Mosarla, R. C., Venkateswaran, R. V., Bhatt, D. L., & Bonow, R. O. (2019). Open access publishing and subsequent citations among articles in major cardiovascular journals. The American Journal of Medicine, 132(9), 1103–1105. https://doi.org/10.1016/j.amjmed.2019.02.009
Peterson, A. T., Johnson, P. E., Barve, N., Emmett, A., Greenberg, M. L., Bolick, J., et al. (2019). The NIH public access policy did not harm biomedical journals. PLOS Biology, 17(10), e3000352. https://doi.org/10.1371/journal.pbio.3000352
Pinheiro, H., Vignola-Gagné, E., & Campbell, D. (2021). A large-scale validation of the relationship between cross-disciplinary research and its uptake in policy-related documents, using the novel Overton altmetrics database. Quantitative Science Studies, 2(2), 616–642. https://doi.org/10.1162/qss_a_00137
Piwowar, H., Priem, J., Larivière, V., Alperin, J. P., Matthias, L., Norlander, B., et al. (2018). The state of OA: a large-scale analysis of the prevalence and impact of open access articles. PeerJ, 6, e4375. https://doi.org/10.7717/peerj.4375
Priem, J., Taraborelli, D., Groth, P., & Neylon, C. (2010). Altmetrics: A manifesto. Retrieved Dec 22, 2022, from http://altmetrics.org/manifesto/
Priem, J., & Hemminger, B. M. (2010). Scientometrics 2.0: New metrics of scholarly impact on the social Web. First Monday. https://doi.org/10.5210/fm.v15i7.2874
Purtle, J., Nelson, K. L., Lengnick-Hall, R., Horwitz, S. M., Palinkas, L. A., McKay, M. M., et al. (2022). Inter-agency collaboration is associated with increased frequency of research use in children’s mental health policy making. Health Services Research. https://doi.org/10.1111/1475-6773.13955
Rahmouni, M. (2021). Efficacy of government responses to COVID-19 in mediterranean countries. Risk Management and Healthcare Policy, 14, 3091–3115. https://doi.org/10.2147/rmhp.S312511
Richards, G. W. (2017). How research–policy partnerships can benefit government: A win–win for evidence-based policy-making. Canadian Public Policy, 43(2), 165–170. https://doi.org/10.3138/cpp.2016-046
Ritter, A. (2009). How do drug policy makers access research evidence? International Journal of Drug Policy, 20(1), 70–75. https://doi.org/10.1016/j.drugpo.2007.11.017
Roemer, R. C., & Borchardt, R. (2015). Introduction to Altmetrics. Library Technology Reports, 51(5), 5–10.
Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. https://doi.org/10.1093/biomet/70.1.41
Saberi Mohammad, K., & Ekhtiyari, F. (2019). Usage, captures, mentions, social media and citations of LIS highly cited papers: An altmetrics study. Performance Measurement and Metrics, 20(1), 37–47. https://doi.org/10.1108/PMM-10-2018-0025
Salisbury, L., Chowdhury, A. R., & Smith, J. J. (2017). Faculty publications from a research university: The scholarly impact of open access versus non-open access. Science & Technology Libraries, 36(2), 187–199. https://doi.org/10.1080/0194262X.2016.1273815
Segerholm, C., Lindgren, J., & Novak, J. (2021). Evidence-based governing? Educational research in the service of the Swedish schools inspectorate. Scandinavian Journal of Educational Research. https://doi.org/10.1080/00313831.2021.1897882
Serra, R., Kiker, G. A., Minten, B., Valerio, V. C., Varijakshapanicker, P., & Wane, A. (2020). Filling knowledge gaps to strengthen livestock policies in low-income countries. Global Food Security, 26, 100428. https://doi.org/10.1016/j.gfs.2020.100428
Sotudeh, H., & Horri, A. (2009). Countries positioning in open access journals system: An investigation of citation distribution patterns. Scientometrics, 81(1), 7–31. https://doi.org/10.1007/s11192-009-1870-4
Szomszor, M., & Adie, E. (2022). Overton: A bibliometric database of policy document citations. Quantitative Science Studies, 3(3), 624–650. https://doi.org/10.1162/qss_a_00204
Tahamtan, I., & Bornmann, L. (2020). Altmetrics and societal impact measurements: Match or mismatch? A literature review. Profesional de la información, 29(1), e290102. https://doi.org/10.3145/epi.2020.ene.02
Tattersall, A., & Carroll, C. (2018). What can altmetric.com tell us about policy citations of research? An analysis of altmetric.com data for research articles from the University of Sheffield. Frontiers in Research Metrics and Analytics. https://doi.org/10.3389/frma.2017.00009
Taylor, M. (2020). An altmetric attention advantage for open access books in the humanities and social sciences. Scientometrics, 125(3), 2523–2543. https://doi.org/10.1007/s11192-020-03735-8
Valderrama-Zurián, J.-C., Aguilar-Moya, R., & Gorraiz, J. (2019). On the bibliometric nature of a foreseeable relationship: Open access and education. Scientometrics, 120(3), 1031–1057. https://doi.org/10.1007/s11192-019-03175-z
Van den Akker, W., Spaapen, J., & Maes, K. (2017). Productive interactions: Societal impact of academic research in the knowledge society. LERU, 1–32.
Vilkins, S., & Grant, W. J. (2017). Types of evidence cited in Australian Government publications. Scientometrics, 113(3), 1681–1695. https://doi.org/10.1007/s11192-017-2544-2
Wang, J. (2021). To use or not to use propensity score matching? Pharmaceutical Statistics, 20(1), 15–24. https://doi.org/10.1002/pst.2051
Wassef, D. W., Barinsky, G. L., Behbahani, S., Peddireddy, S., Grube, J. G., Fang, C. H., et al. (2021). The relationship between open access article publishing and short-term citations in otolaryngology. Annals of Otology, Rhinology & Laryngology. https://doi.org/10.1177/00034894211039627
Wei, M. (2020). Research on impact evaluation of open access journals. Scientometrics, 122(2), 1027–1049. https://doi.org/10.1007/s11192-019-03306-6
Wilsdon, J., Bar-Ilan, J., Frodeman, R., Lex, E., Peters, I., & Wouters, P. (2017). Next-generation metrics: Responsible metrics and evaluation for open science (pp. 1–26). European Commission.
Wu, S. S., Khan, M., & Legido-Quigley, H. (2020). What steps can researchers take to increase research uptake by policymakers? A case study in China. Health Policy and Planning, 35(6), 665–675. https://doi.org/10.1093/heapol/czaa025
Wyatt, J. C. (2019). Preserving the open access benefits pioneered by the Journal of Medical Internet Research and discouraging fraudulent journals. Journal of Medical Internet Research, 21(12), e16532. https://doi.org/10.2196/16532
Yingling, D. L., & Mallinson, D. J. (2020). Explaining variation in evidence-based policy making in the American states. Evidence & Policy: A Journal of Research, Debate and Practice, 16(4), 579–596. https://doi.org/10.1332/174426419X15752577942927
Zanti, S., & Thomas, M. L. (2021). Evidence-based policymaking: What human service agencies can learn from implementation science and integrated data systems. Global Implementation Research and Applications, 1(4), 304–314. https://doi.org/10.1007/s43477-021-00028-x
Zhang, D., Blazar, P., Kilgallen, E. E., & Earp, B. E. (2021). Impact of conventional and open access publications in orthopaedic surgery. Journal of the American Academy of Orthopaedic Surgeons, 29(23), e1239–e1245. https://doi.org/10.5435/JAAOS-D-20-01074
Zhang, L., Wei, Y., Huang, Y., & Sivertsen, G. (2022). Should open access lead to closed research? The trends towards paying to perform research. Scientometrics, 127(12), 7653–7679. https://doi.org/10.1007/s11192-022-04407-5
Zong, Q., Huang, Z., & Deng, Z. (2023). Do graphical abstracts on a publisher’s official website have an effect on articles’ usage and citations? A propensity score matching analysis. Learned Publishing, 36(2), 266–274. https://doi.org/10.1002/leap.1523
Acknowledgements
We are grateful to Overton for granting us access to the Overton database for the policy citation data. We would like to thank the reviewers for their time spent reviewing our manuscript and their insightful comments for hel** us improve the article.
Funding
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no conflict of interest.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Zong, Q., Huang, Z. & Huang, J. Can open access increase LIS research’s policy impact? Using regression analysis and causal inference. Scientometrics 128, 4825–4854 (2023). https://doi.org/10.1007/s11192-023-04750-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11192-023-04750-1