IDEAS home Printed from https://ideas.repec.org/a/spr/scient/v128y2023i6d10.1007_s11192-023-04715-4.html
   My bibliography  Save this article

The influence of research collaboration on citation impact: the countries in the European Innovation Scoreboard

Author

Listed:
  • Elizabeth S. Vieira

    (Universidade do Porto)

Abstract

The effect of research collaboration (RC) on citation impact (the citations that the scientific knowledge has received) has been studied over the years. However, the extant literature has not considered that the effect of RC can not be efficiently assessed if the level of development of the research and innovation system (RIS) of the collaborating countries is disregarded. I have addressed this gap by looking at the articles published by 36 countries and controlling for other variables that also influence citation impact. The results show that the higher the development of the RIS, the higher the citation impact, as measured by the percentile each article occupies in the respective Web of Science subject area, of single–authored articles and of articles with domestic research collaboration (DRC). The articles representing DRC always have a higher citation impact than single-authored articles, regardless of the level of development of RIS of the countries. Even the articles representing an international research collaboration do not always have a higher impact than single-authored articles; (1) there is no statistically significant difference between the citation impact of articles published in collaboration between scientists from countries considered strong innovators and modest innovators and the citation impact of single-authored articles of scientists from countries considered strong innovators; and (2) articles published by scientists from countries considered innovation leaders in collaboration with scientists from countries considered modest innovators have a lower impact than single-authored articles published by scientists from countries considered innovation leaders. In general, collaboration between scientists from countries with a well-developed RIS and those with a less developed RIS results in articles with a lower citation impact than articles with DRC originating from scientists from countries with a well-developed RIS and higher than articles with DRC originating from scientists from countries with a less developed RIS.

Suggested Citation

  • Elizabeth S. Vieira, 2023. "The influence of research collaboration on citation impact: the countries in the European Innovation Scoreboard," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(6), pages 3555-3579, June.
  • Handle: RePEc:spr:scient:v:128:y:2023:i:6:d:10.1007_s11192-023-04715-4
    DOI: 10.1007/s11192-023-04715-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11192-023-04715-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11192-023-04715-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Henk F. Moed, 2007. "The effect of “open access” on citation impact: An analysis of ArXiv's condensed matter section," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 58(13), pages 2047-2054, November.
    2. H. P. F. Peters & A. F. J. van Raan, 1994. "On determinants of citation scores: A case study in chemical engineering," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 45(1), pages 39-49, January.
    3. Vincent Larivière & Yves Gingras, 2010. "On the relationship between interdisciplinarity and scientific impact," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 61(1), pages 126-131, January.
    4. Bornmann, Lutz & Leydesdorff, Loet & Wang, Jian, 2014. "How to improve the prediction based on citation impact percentiles for years shortly after the publication date?," Journal of Informetrics, Elsevier, vol. 8(1), pages 175-180.
    5. Fernanda Morillo & María Bordons & Isabel Gómez, 2003. "Interdisciplinarity in science: A tentative typology of disciplines and research areas," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 54(13), pages 1237-1249, November.
    6. Michael Storper & Anthony J. Venables, 2004. "Buzz: face-to-face contact and the urban economy," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 351-370, August.
    7. Moed, H. F. & Burger, W. J. M. & Frankfort, J. G. & Van Raan, A. F. J., 1985. "The use of bibliometric data for the measurement of university research performance," Research Policy, Elsevier, vol. 14(3), pages 131-149, June.
    8. Bornmann, Lutz & Tekles, Alexander & Zhang, Helena H. & Ye, Fred Y., 2019. "Do we measure novelty when we analyze unusual combinations of cited references? A validation study of bibliometric novelty indicators based on F1000Prime data," Journal of Informetrics, Elsevier, vol. 13(4).
    9. Loet Leydesdorff & Lutz Bornmann & Caroline S. Wagner, 2019. "The Relative Influences of Government Funding and International Collaboration on Citation Impact," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 70(2), pages 198-201, February.
    10. Vincent Larivière & Yves Gingras, 2010. "On the relationship between interdisciplinarity and scientific impact," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 61(1), pages 126-131, January.
    11. Wang, Jian & Veugelers, Reinhilde & Stephan, Paula, 2017. "Bias against novelty in science: A cautionary tale for users of bibliometric indicators," Research Policy, Elsevier, vol. 46(8), pages 1416-1436.
    12. Vieira, Elizabeth S. & Cerdeira, Jorge & Teixeira, Aurora A.C., 2022. "Which distance dimensions matter in international research collaboration? A cross-country analysis by scientific domain," Journal of Informetrics, Elsevier, vol. 16(2).
    13. Potter, Ross W.K. & Szomszor, Martin & Adams, Jonathan, 2020. "Interpreting CNCIs on a country-scale: The effect of domestic and international collaboration type," Journal of Informetrics, Elsevier, vol. 14(4).
    14. Isabel Basson & Jaco P. Blanckenberg & Heidi Prozesky, 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, Springer;Akadémiai Kiadó, vol. 126(1), pages 459-484, January.
    15. Hanna-Mari Puuska & Reetta Muhonen & Yrjö Leino, 2014. "International and domestic co-publishing and their citation impact in different disciplines," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(2), pages 823-839, February.
    16. Didegah, Fereshteh & Thelwall, Mike, 2013. "Which factors help authors produce the highest impact research? Collaboration, journal and document properties," Journal of Informetrics, Elsevier, vol. 7(4), pages 861-873.
    17. Hoekman, Jarno & Frenken, Koen & Tijssen, Robert J.W., 2010. "Research collaboration at a distance: Changing spatial patterns of scientific collaboration within Europe," Research Policy, Elsevier, vol. 39(5), pages 662-673, June.
    18. Gunther Eysenbach, 2006. "Citation Advantage of Open Access Articles," Working Papers id:626, eSocialSciences.
    19. Rodrigo Costas & Thed N. Leeuwen & María Bordons, 2010. "Self-citations at the meso and individual levels: effects of different calculation methods," Scientometrics, Springer;Akadémiai Kiadó, vol. 82(3), pages 517-537, March.
    20. Frederick Owusu-Nimo & Nelius Boshoff, 2017. "Research collaboration in Ghana: patterns, motives and roles," Scientometrics, Springer;Akadémiai Kiadó, vol. 110(3), pages 1099-1121, March.
    21. Tai‐Quan Peng & Jonathan J.H. Zhu, 2012. "Where you publish matters most: A multilevel analysis of factors affecting citations of internet studies," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 63(9), pages 1789-1803, September.
    22. Chaomei Chen, 2012. "Predictive effects of structural variation on citation counts," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 63(3), pages 431-449, March.
    23. Oster, Sharon, 1980. "The Optimal Order for Submitting Manuscripts," American Economic Review, American Economic Association, vol. 70(3), pages 444-448, June.
    24. Aldieri, Luigi & Kotsemir, Maxim & Vinci, Concetto Paolo, 2018. "The impact of research collaboration on academic performance: An empirical analysis for some European countries," Socio-Economic Planning Sciences, Elsevier, vol. 62(C), pages 13-30.
    25. Roula Inglesi-Lotz & Mehmet Balcilar & Rangan Gupta, 2014. "Time-varying causality between research output and economic growth in US," Scientometrics, Springer;Akadémiai Kiadó, vol. 100(1), pages 203-216, July.
    26. Meric S. Gertler, 2003. "Tacit knowledge and the economic geography of context, or The undefinable tacitness of being (there)," Journal of Economic Geography, Oxford University Press, vol. 3(1), pages 75-99, January.
    27. Craig, Iain D. & Plume, Andrew M. & McVeigh, Marie E. & Pringle, James & Amin, Mayur, 2007. "Do open access articles have greater citation impact?," Journal of Informetrics, Elsevier, vol. 1(3), pages 239-248.
    28. Robert Colebunders & Chris Kenyon & Ronald Rousseau, 2014. "Increase in numbers and proportions of review articles in Tropical Medicine, Infectious Diseases, and oncology," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 65(1), pages 201-205, January.
    29. Zhang, Xinyuan & Xie, Qing & Song, Min, 2021. "Measuring the impact of novelty, bibliometric, and academic-network factors on citation count using a neural network," Journal of Informetrics, Elsevier, vol. 15(2).
    30. Vieira, E.S. & Gomes, J.A.N.F., 2010. "Citations to scientific articles: Its distribution and dependence on the article features," Journal of Informetrics, Elsevier, vol. 4(1), pages 1-13.
    31. Dorta-González, Pablo & Dorta-González, María Isabel & Santos-Peñate, Dolores Rosa & Suárez-Vega, Rafael, 2014. "Journal topic citation potential and between-field comparisons: The topic normalized impact factor," Journal of Informetrics, Elsevier, vol. 8(2), pages 406-418.
    32. Blaise Cronin, 2001. "Hyperauthorship: A postmodern perversion or evidence of a structural shift in scholarly communication practices?," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 52(7), pages 558-569.
    33. Fontana, Magda & Iori, Martina & Montobbio, Fabio & Sinatra, Roberta, 2020. "New and atypical combinations: An assessment of novelty and interdisciplinarity," Research Policy, Elsevier, vol. 49(7).
    34. Katz, J. Sylvan & Martin, Ben R., 1997. "What is research collaboration?," Research Policy, Elsevier, vol. 26(1), pages 1-18, March.
    35. Michel Zitt & Henry Small, 2008. "Modifying the journal impact factor by fractional citation weighting: The audience factor," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 59(11), pages 1856-1860, September.
    36. Jonathan Adams, 2013. "The fourth age of research," Nature, Nature, vol. 497(7451), pages 557-560, May.
    37. Ludo Waltman & Nees Jan Eck, 2013. "Source normalized indicators of citation impact: an overview of different approaches and an empirical comparison," Scientometrics, Springer;Akadémiai Kiadó, vol. 96(3), pages 699-716, September.
    38. Yassine Gargouri & Chawki Hajjem & Vincent Larivière & Yves Gingras & Les Carr & Tim Brody & Stevan Harnad, 2010. "Self-Selected or Mandated, Open Access Increases Citation Impact for Higher Quality Research," PLOS ONE, Public Library of Science, vol. 5(10), pages 1-12, October.
    39. R. Inglesi-Lotz & A. Pouris, 2013. "The influence of scientific research output of academics on economic growth in South Africa: an autoregressive distributed lag (ARDL) application," Scientometrics, Springer;Akadémiai Kiadó, vol. 95(1), pages 129-139, April.
    40. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    41. Waltman, Ludo, 2016. "A review of the literature on citation impact indicators," Journal of Informetrics, Elsevier, vol. 10(2), pages 365-391.
    42. O. Halla Thorsteinsdóttir, 2000. "External Research Collaboration in Two Small Science Systems," Scientometrics, Springer;Akadémiai Kiadó, vol. 49(1), pages 145-160, August.
    43. Loet Leydesdorff & Filippo Radicchi & Lutz Bornmann & Claudio Castellano & Wouter Nooy, 2013. "Field-normalized impact factors (IFs): A comparison of rescaling and fractionally counted IFs," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 64(11), pages 2299-2309, November.
    44. Miranda, Ruben & Garcia-Carpintero, Esther, 2018. "Overcitation and overrepresentation of review papers in the most cited papers," Journal of Informetrics, Elsevier, vol. 12(4), pages 1015-1030.
    45. Koen Frenken & Roderik Ponds & Frank Van Oort, 2010. "The citation impact of research collaboration in science‐based industries: A spatial‐institutional analysis," Papers in Regional Science, Wiley Blackwell, vol. 89(2), pages 351-271, June.
    46. Zaida Chinchilla-Rodríguez & Cassidy R Sugimoto & Vincent Larivière, 2019. "Follow the leader: On the relationship between leadership and scholarly impact in international collaborations," PLOS ONE, Public Library of Science, vol. 14(6), pages 1-18, June.
    47. Fereshteh Didegah & Mike Thelwall, 2013. "Determinants of research citation impact in nanoscience and nanotechnology," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 64(5), pages 1055-1064, May.
    48. María Bordons & Borja González-Albo & Javier Aparicio & Luz Moreno, 2015. "The influence of R&D intensity of countries on the impact of international collaborative research: evidence from Spain," Scientometrics, Springer;Akadémiai Kiadó, vol. 102(2), pages 1385-1400, February.
    49. Hamilton Ntuli & Roula Inglesi-Lotz & Tsangyao Chang & Anastassios Pouris, 2015. "Does research output cause economic growth or vice versa? Evidence from 34 OECD countries," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(8), pages 1709-1716, August.
    50. Bornmann, Lutz & Marx, Werner, 2015. "Methods for the generation of normalized citation impact scores in bibliometrics: Which method best reflects the judgements of experts?," Journal of Informetrics, Elsevier, vol. 9(2), pages 408-418.
    51. MARK J. McCABE & CHRISTOPHER M. SNYDER, 2014. "Identifying The Effect Of Open Access On Citations Using A Panel Of Science Journals," Economic Inquiry, Western Economic Association International, vol. 52(4), pages 1284-1300, October.
    52. Chaomei Chen, 2012. "Predictive effects of structural variation on citation counts," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(3), pages 431-449, March.
    53. Radhamany Sooryamoorthy, 2009. "Do types of collaboration change citation? Collaboration and citation patterns of South African science publications," Scientometrics, Springer;Akadémiai Kiadó, vol. 81(1), pages 177-193, October.
    54. Fereshteh Didegah & Mike Thelwall, 2013. "Determinants of research citation impact in nanoscience and nanotechnology," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 64(5), pages 1055-1064, May.
    55. Hendrik P. Van Dalen & Kène Henkens, 2001. "What makes a scientific article influential? The case of demographers," Scientometrics, Springer;Akadémiai Kiadó, vol. 50(3), pages 455-482, March.
    56. Erjia Yan & Ying Ding, 2009. "Applying centrality measures to impact analysis: A coauthorship network analysis," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(10), pages 2107-2118, October.
    57. Natsuo Onodera & Fuyuki Yoshikane, 2015. "Factors affecting citation rates of research articles," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(4), pages 739-764, April.
    58. Chen, Shiji & Qiu, Junping & Arsenault, Clément & Larivière, Vincent, 2021. "Exploring the interdisciplinarity patterns of highly cited papers," Journal of Informetrics, Elsevier, vol. 15(1).
    59. Moed, Henk F., 2010. "Measuring contextual citation impact of scientific journals," Journal of Informetrics, Elsevier, vol. 4(3), pages 265-277.
    60. Wolfgang Glänzel & Bart Thijs, 2004. "Does co-authorship inflate the share of self-citations?," Scientometrics, Springer;Akadémiai Kiadó, vol. 61(3), pages 395-404, November.
    61. Tai-Quan Peng & Jonathan J.H. Zhu, 2012. "Where you publish matters most: A multilevel analysis of factors affecting citations of internet studies," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(9), pages 1789-1803, September.
    62. Donald O. Case & Georgeann M. Higgins, 2000. "How can we investigate citation behavior? A study of reasons for citing literature in communication," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 51(7), pages 635-645.
    63. Sotaro Shibayama & Deyun Yin & Kuniko Matsumoto, 2021. "Measuring novelty in science with word embedding," PLOS ONE, Public Library of Science, vol. 16(7), pages 1-16, July.
    64. Donald deB. Beaver, 2004. "Does collaborative research have greater epistemic authority?," Scientometrics, Springer;Akadémiai Kiadó, vol. 60(3), pages 399-408, August.
    65. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    66. Elizabeth S. Vieira & Jorge Cerdeira, 2022. "The integration of African countries in international research networks," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(4), pages 1995-2021, April.
    67. Marta Zdravkovic & Linley Chiwona-Karltun & Eren Zink, 2016. "Experiences and perceptions of South–South and North–South scientific collaboration of mathematicians, physicists and chemists from five southern African universities," Scientometrics, Springer;Akadémiai Kiadó, vol. 108(2), pages 717-743, August.
    68. Melin, Goran, 2000. "Pragmatism and self-organization: Research collaboration on the individual level," Research Policy, Elsevier, vol. 29(1), pages 31-40, January.
    69. Bozeman, Barry & Corley, Elizabeth, 2004. "Scientists' collaboration strategies: implications for scientific and technical human capital," Research Policy, Elsevier, vol. 33(4), pages 599-616, May.
    70. Bornmann, Lutz & Schier, Hermann & Marx, Werner & Daniel, Hans-Dieter, 2012. "What factors determine citation counts of publications in chemistry besides their quality?," Journal of Informetrics, Elsevier, vol. 6(1), pages 11-18.
    71. Shaun Goldfinch & Tony Dale & Karl DeRouen, 2003. "Science from the periphery: Collaboration, networks and 'Periphery Effects' in the citation of New Zealand Crown Research Institutes articles, 1995-2000," Scientometrics, Springer;Akadémiai Kiadó, vol. 57(3), pages 321-337, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Iman Tahamtan & Askar Safipour Afshar & Khadijeh Ahamdzadeh, 2016. "Factors affecting number of citations: a comprehensive review of the literature," Scientometrics, Springer;Akadémiai Kiadó, vol. 107(3), pages 1195-1225, June.
    2. Copiello, Sergio, 2019. "Peer and neighborhood effects: Citation analysis using a spatial autoregressive model and pseudo-spatial data," Journal of Informetrics, Elsevier, vol. 13(1), pages 238-254.
    3. Martorell Cunil, Onofre & Otero González, Luis & Durán Santomil, Pablo & Mulet Forteza, Carlos, 2023. "How to accomplish a highly cited paper in the tourism, leisure and hospitality field," Journal of Business Research, Elsevier, vol. 157(C).
    4. Zhang, Xinyuan & Xie, Qing & Song, Min, 2021. "Measuring the impact of novelty, bibliometric, and academic-network factors on citation count using a neural network," Journal of Informetrics, Elsevier, vol. 15(2).
    5. Jorge Cerdeira & João Mesquita & Elizabeth S. Vieira, 2023. "International research collaboration: is Africa different? A cross-country panel data analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(4), pages 2145-2174, April.
    6. Liu, Jialin & Chen, Hongkan & Liu, Zhibo & Bu, Yi & Gu, Weiye, 2022. "Non-linearity between referencing behavior and citation impact: A large-scale, discipline-level analysis," Journal of Informetrics, Elsevier, vol. 16(3).
    7. Fan, Lingxu & Guo, Lei & Wang, Xinhua & Xu, Liancheng & Liu, Fangai, 2022. "Does the author’s collaboration mode lead to papers’ different citation impacts? An empirical analysis based on propensity score matching," Journal of Informetrics, Elsevier, vol. 16(4).
    8. Mingyang Wang & Zhenyu Wang & Guangsheng Chen, 2019. "Which can better predict the future success of articles? Bibliometric indices or alternative metrics," Scientometrics, Springer;Akadémiai Kiadó, vol. 119(3), pages 1575-1595, June.
    9. Didegah, Fereshteh & Thelwall, Mike, 2013. "Which factors help authors produce the highest impact research? Collaboration, journal and document properties," Journal of Informetrics, Elsevier, vol. 7(4), pages 861-873.
    10. Kaile Gong & Juan Xie & Ying Cheng & Vincent Larivière & Cassidy R. Sugimoto, 2019. "The citation advantage of foreign language references for Chinese social science papers," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(3), pages 1439-1460, September.
    11. Bornmann, Lutz & Haunschild, Robin & Mutz, Rüdiger, 2020. "Should citations be field-normalized in evaluative bibliometrics? An empirical analysis based on propensity score matching," Journal of Informetrics, Elsevier, vol. 14(4).
    12. Basma Albanna & Julia Handl & Richard Heeks, 2021. "Publication outperformance among global South researchers: An analysis of individual-level and publication-level predictors of positive deviance," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(10), pages 8375-8431, October.
    13. Yezhu Wang & Yundong Xie & Dong Wang & Lu Guo & Rongting Zhou, 2022. "Do cover papers get better citations and usage counts? An analysis of 42 journals in cell biology," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(7), pages 3793-3813, July.
    14. Tahamtan, Iman & Bornmann, Lutz, 2018. "Core elements in the process of citing publications: Conceptual overview of the literature," Journal of Informetrics, Elsevier, vol. 12(1), pages 203-216.
    15. Elizabeth S. Vieira, 2022. "International research collaboration in Africa: a bibliometric and thematic analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(5), pages 2747-2772, May.
    16. Hongquan Shen & Juan Xie & Jiang Li & Ying Cheng, 2021. "The correlation between scientific collaboration and citation count at the paper level: a meta-analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(4), pages 3443-3470, April.
    17. Amon, Julian & Hornik, Kurt, 2022. "Is it all bafflegab? – Linguistic and meta characteristics of research articles in prestigious economics journals," Journal of Informetrics, Elsevier, vol. 16(2).
    18. Ajiferuke, Isola & Famoye, Felix, 2015. "Modelling count response variables in informetric studies: Comparison among count, linear, and lognormal regression models," Journal of Informetrics, Elsevier, vol. 9(3), pages 499-513.
    19. Vanclay, Jerome K., 2013. "Factors affecting citation rates in environmental science," Journal of Informetrics, Elsevier, vol. 7(2), pages 265-271.
    20. Bar-Ilan, Judit, 2008. "Informetrics at the beginning of the 21st century—A review," Journal of Informetrics, Elsevier, vol. 2(1), pages 1-52.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:scient:v:128:y:2023:i:6:d:10.1007_s11192-023-04715-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.