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Exploring the antecedents of interdisciplinarity at the European Research Council: a topic modeling approach

Author

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  • Andrea Bonaccorsi

    (University of Pisa)

  • Nicola Melluso

    (University of Pisa)

  • Francesco Alessandro Massucci

    (SIRIS Lab, Research Division of SIRIS Academic)

Abstract

The paper applies topic modeling to the collection of ERC-funded proposals, interim reports and related publications, with the aim of measuring in a novel way the degree of interdisciplinarity. This approach helps to address several open research questions about the epistemic, institutional and individual conditions that may favour the blossoming of interdisciplinarity. We present several interesting descriptive data and suggest possible lines of investigation about the antecedents of interdisciplinarity.

Suggested Citation

  • Andrea Bonaccorsi & Nicola Melluso & Francesco Alessandro Massucci, 2022. "Exploring the antecedents of interdisciplinarity at the European Research Council: a topic modeling approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(12), pages 6961-6991, December.
    • Handle: RePEc:spr:scient:v:127:y:2022:i:12:d:10.1007_s11192-022-04368-9
    DOI: 10.1007/s11192-022-04368-9
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    1. Elisa Bellotti & Luka Kronegger & Luigi Guadalupi, 2016. "The evolution of research collaboration within and across disciplines in Italian Academia," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(2), pages 783-811, November.
    2. Stephen Carley & Alan L. Porter, 2012. "A forward diversity index," Scientometrics, Springer;Akadémiai Kiadó, vol. 90(2), pages 407-427, February.
    3. 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.
    4. Aihua Chen & Xiaoting Wang, 2021. "The effect of facilitating interdisciplinary cooperation on the research productivity of university research teams: The moderating role of government assistance [Defining Interdisciplinary Research," Research Evaluation, Oxford University Press, vol. 30(1), pages 13-25.
    5. Leah G. Nichols, 2014. "A topic model approach to measuring interdisciplinarity at the National Science Foundation," Scientometrics, Springer;Akadémiai Kiadó, vol. 100(3), pages 741-754, September.
    6. Nicolas Carayol & Thuc Uyen Nguyen Thi, 2005. "Why do academic scientists engage in interdisciplinary research ?," Post-Print hal-00278707, HAL.
    7. Chakraborty, Tanmoy & Tammana, Vihar & Ganguly, Niloy & Mukherjee, Animesh, 2015. "Understanding and modeling diverse scientific careers of researchers," Journal of Informetrics, Elsevier, vol. 9(1), pages 69-78.
    8. Nicolas Carayol & Thuc Uyen Nguyen Thi, 2005. "Why do academic scientists engage in interdisciplinary research?," Research Evaluation, Oxford University Press, vol. 14(1), pages 70-79, April.
    9. Irwin Feller, 2006. "Multiple actors, multiple settings, multiple criteria: issues in assessing interdisciplinary research," Research Evaluation, Oxford University Press, vol. 15(1), pages 5-15, April.
    10. 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).
    11. Hessels, Laurens K. & van Lente, Harro, 2008. "Re-thinking new knowledge production: A literature review and a research agenda," Research Policy, Elsevier, vol. 37(4), pages 740-760, May.
    12. SCImago Group: Félix de Moya‐Anegón & Benjamín Vargas‐Quesada & Zaida Chinchilla‐Rodríguez & Elena Corera‐Álvarez & Francisco J. Munoz‐Fernández & Victor Herrero‐Solana, 2007. "Visualizing the marrow of science," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 58(14), pages 2167-2179, December.
    13. 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.
    14. Millar, Morgan M., 2013. "Interdisciplinary research and the early career: The effect of interdisciplinary dissertation research on career placement and publication productivity of doctoral graduates in the sciences," Research Policy, Elsevier, vol. 42(5), pages 1152-1164.
    15. Veronica Boix Mansilla & Irwin Feller & Howard Gardner, 2006. "Quality assessment in interdisciplinary research and education," Research Evaluation, Oxford University Press, vol. 15(1), pages 69-74, April.
    16. Laurens K. Hessels & Harro van Lente, 2008. "Re-thinking knowledge production: a literature review and a research agenda," Innovation Studies Utrecht (ISU) working paper series 08-03, Utrecht University, Department of Innovation Studies, revised Feb 2008.
    17. Michèle Lamont & Grégoire Mallard & Joshua Guetzkow, 2006. "Beyond blind faith: overcoming the obstacles to interdisciplinary evaluation," Research Evaluation, Oxford University Press, vol. 15(1), pages 43-55, April.
    18. Ismael Rafols & Alan L. Porter & Loet Leydesdorff, 2010. "Science overlay maps: A new tool for research policy and library management," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 61(9), pages 1871-1887, September.
    19. Jian Wang & Bart Thijs & Wolfgang Glänzel, 2015. "Interdisciplinarity and Impact: Distinct Effects of Variety, Balance, and Disparity," PLOS ONE, Public Library of Science, vol. 10(5), pages 1-18, May.
    20. Kun Lu & Dietmar Wolfram, 2012. "Measuring author research relatedness: A comparison of word-based, topic-based, and author cocitation approaches," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(10), pages 1973-1986, October.
    21. Ismael Rafols & Martin Meyer, 2010. "Diversity and network coherence as indicators of interdisciplinarity: case studies in bionanoscience," Scientometrics, Springer;Akadémiai Kiadó, vol. 82(2), pages 263-287, February.
    22. Chen, Shiji & Arsenault, Clément & Larivière, Vincent, 2015. "Are top-cited papers more interdisciplinary?," Journal of Informetrics, Elsevier, vol. 9(4), pages 1034-1046.
    23. Keisuke Okamura, 2019. "Interdisciplinarity revisited: evidence for research impact and dynamism," Palgrave Communications, Palgrave Macmillan, vol. 5(1), pages 1-9, December.
    24. van Rijnsoever, Frank J. & Hessels, Laurens K., 2011. "Factors associated with disciplinary and interdisciplinary research collaboration," Research Policy, Elsevier, vol. 40(3), pages 463-472, April.
    25. Nooteboom, Bart & Van Haverbeke, Wim & Duysters, Geert & Gilsing, Victor & van den Oord, Ad, 2007. "Optimal cognitive distance and absorptive capacity," Research Policy, Elsevier, vol. 36(7), pages 1016-1034, September.
    26. Jon Garner & Alan L. Porter & Nils C. Newman, 2014. "Distance and velocity measures: using citations to determine breadth and speed of research impact," Scientometrics, Springer;Akadémiai Kiadó, vol. 100(3), pages 687-703, September.
    27. Jordi Molas-Gallart & Pablo D’Este & Oscar Llopis & Ismael Rafols, 2016. "Towards an alternative framework for the evaluation of translational research initiatives," Research Evaluation, Oxford University Press, vol. 25(3), pages 235-243.
    28. Pierre Azoulay & Joshua S. Graff Zivin & Gustavo Manso, 2011. "Incentives and creativity: evidence from the academic life sciences," RAND Journal of Economics, RAND Corporation, vol. 42(3), pages 527-554, September.
    29. Biancani, Susan & Dahlander, Linus & McFarland, Daniel A. & Smith, Sanne, 2018. "Superstars in the making? The broad effects of interdisciplinary centers," Research Policy, Elsevier, vol. 47(3), pages 543-557.
    30. Rinia, E. J. & van Leeuwen, Th. N. & van Vuren, H. G. & van Raan, A. F. J., 2001. "Influence of interdisciplinarity on peer-review and bibliometric evaluations in physics research," Research Policy, Elsevier, vol. 30(3), pages 357-361, March.
    31. Wagner, Caroline S. & Roessner, J. David & Bobb, Kamau & Klein, Julie Thompson & Boyack, Kevin W. & Keyton, Joann & Rafols, Ismael & Börner, Katy, 2011. "Approaches to understanding and measuring interdisciplinary scientific research (IDR): A review of the literature," Journal of Informetrics, Elsevier, vol. 5(1), pages 14-26.
    32. Jonathan M. Levitt & Mike Thelwall, 2008. "Is multidisciplinary research more highly cited? A macrolevel study," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 59(12), pages 1973-1984, October.
    33. Seokbeom Kwon & Jan Youtie & Alan L Porter, 2021. "Interdisciplinary knowledge combinations and emerging technological topics: Implications for reducing uncertainties in research evaluation [Blade Runner Economics: Will Innovation Lead the Economic," Research Evaluation, Oxford University Press, vol. 30(1), pages 127-140.
    34. Davide Donina & Marco Seeber & Stefano Paleari, 2017. "Inconsistencies in the Governance of Interdisciplinarity: the Case of the Italian Higher Education System," Science and Public Policy, Oxford University Press, vol. 44(6), pages 865-875.
    35. Kevin W. Boyack & Richard Klavans & Katy Börner, 2005. "Mapping the backbone of science," Scientometrics, Springer;Akadémiai Kiadó, vol. 64(3), pages 351-374, August.
    36. Rebekah R. Brown & Ana Deletic & Tony H. F. Wong, 2015. "Interdisciplinarity: How to catalyse collaboration," Nature, Nature, vol. 525(7569), pages 315-317, September.
    37. Kwon, Seokbeom & Liu, Xiaoyu & Porter, Alan L. & Youtie, Jan, 2019. "Research addressing emerging technological ideas has greater scientific impact," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    38. Meijun Liu & Dongbo Shi & Jiang Li, 2017. "Double-edged sword of interdisciplinary knowledge flow from hard sciences to humanities and social sciences: Evidence from China," PLOS ONE, Public Library of Science, vol. 12(9), pages 1-16, September.
    39. Lin Zhang & Wolfgang Glänzel, 2017. "A citation-based cross-disciplinary study on literature ageing: part II—diachronous aspects," Scientometrics, Springer;Akadémiai Kiadó, vol. 111(3), pages 1559-1572, June.
    40. Loet Leydesdorff & Stephen Carley & Ismael Rafols, 2013. "Global maps of science based on the new Web-of-Science categories," Scientometrics, Springer;Akadémiai Kiadó, vol. 94(2), pages 589-593, February.
    41. Liv Langfeldt, 2006. "The policy challenges of peer review: managing bias, conflict of interests and interdisciplinary assessments," Research Evaluation, Oxford University Press, vol. 15(1), pages 31-41, April.
    42. Magda Fontana & Martina Iori & Fabio Montobbio & Roberta Sinatra, 2018. "A bridge over troubled water: Interdisciplinarity, Novelty, and Impact," DISCE - Quaderni del Dipartimento di Politica Economica dipe0002, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    43. Lee, You-Na & Walsh, John P. & Wang, Jian, 2015. "Creativity in scientific teams: Unpacking novelty and impact," Research Policy, Elsevier, vol. 44(3), pages 684-697.
    44. Shu, Fei & Julien, Charles-Antoine & Zhang, Lin & Qiu, Junping & Zhang, Jing & Larivière, Vincent, 2019. "Comparing journal and paper level classifications of science," Journal of Informetrics, Elsevier, vol. 13(1), pages 202-225.
    45. Leydesdorff, Loet & Rafols, Ismael, 2012. "Interactive overlays: A new method for generating global journal maps from Web-of-Science data," Journal of Informetrics, Elsevier, vol. 6(2), pages 318-332.
    46. Terttu Luukkonen, 2014. "The European Research Council and the European research funding landscape," Science and Public Policy, Oxford University Press, vol. 41(1), pages 29-43.
    47. Jian Qin & F. W. Lancaster & Bryce Allen, 1997. "Types and levels of collaboration in interdisciplinary research in the sciences," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 48(10), pages 893-916, October.
    48. Henry Small, 1999. "Visualizing science by citation mapping," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 50(9), pages 799-813.
    49. Bonaccorsi, Andrea & Belingheri, Paola & Secondi, Luca, 2021. "The research productivity of universities. A multilevel and multidisciplinary analysis on European institutions," Journal of Informetrics, Elsevier, vol. 15(2).
    50. Roth, Camille & Wu, Jiang & Lozano, Sergi, 2012. "Assessing impact and quality from local dynamics of citation networks," Journal of Informetrics, Elsevier, vol. 6(1), pages 111-120.
    51. Jon Garner & Alan L. Porter & Maura Borrego & Elizabeth Tran & Rita Teutonico, 2013. "Facilitating social and natural science cross-disciplinarity: Assessing the human and social dynamics program," Research Evaluation, Oxford University Press, vol. 22(2), pages 134-144, February.
    52. Manuel E. Sosa, 2011. "Where Do Creative Interactions Come From? The Role of Tie Content and Social Networks," Organization Science, INFORMS, vol. 22(1), pages 1-21, February.
    53. Luis Sanz-Menéndez & María Bordons & M Angeles Zulueta, 2001. "Interdisciplinarity as a multidimensional concept: its measure in three different research areas," Research Evaluation, Oxford University Press, vol. 10(1), pages 47-58, April.
    54. Marco Seeber & Jef Vlegels & Mattia Cattaneo, 2022. "Conditions that do or do not disadvantage interdisciplinary research proposals in project evaluation," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 73(8), pages 1106-1126, August.
    55. Ed J. Rinia & Thed N. van Leeuwen & Anthony F. J. van Raan, 2002. "Impact measures of interdisciplinary research in physics," Scientometrics, Springer;Akadémiai Kiadó, vol. 53(2), pages 241-248, February.
    56. Wolfgang Glänzel & Balázs Schlemmer & Bart Thijs, 2003. "Better late than never? On the chance to become highly cited only beyond the standard bibliometric time horizon," Scientometrics, Springer;Akadémiai Kiadó, vol. 58(3), pages 571-586, November.
    57. Christopher J. Hein & John E. Ten Hoeve & Sathya Gopalakrishnan & Ben Livneh & Henry D. Adams & Elizabeth K. Marino & C. Susan Weiler, 2018. "Overcoming early career barriers to interdisciplinary climate change research," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 9(5), September.
    58. Ponomarev, Ilya V. & Williams, Duane E. & Hackett, Charles J. & Schnell, Joshua D. & Haak, Laurel L., 2014. "Predicting highly cited papers: A Method for Early Detection of Candidate Breakthroughs," Technological Forecasting and Social Change, Elsevier, vol. 81(C), pages 49-55.
    59. Lin Zhang & Beibei Sun & Lidan Jiang & Ying Huang, 2021. "On the relationship between interdisciplinarity and impact: Distinct effects on academic and broader impact [A Comparison of Two Approaches for Measuring Interdisciplinary Research Output: The Disc," Research Evaluation, Oxford University Press, vol. 30(3), pages 256-268.
    60. Félix Moya-Anegón & Benjamín Vargas-Quesada & Victor Herrero-Solana & Zaida Chinchilla-Rodríguez & Elena Corera-Álvarez & Francisco J. Munoz-Fernández, 2004. "A new technique for building maps of large scientific domains based on the cocitation of classes and categories," Scientometrics, Springer;Akadémiai Kiadó, vol. 61(1), pages 129-145, September.
    61. Liv Langfeldt, 2004. "Expert panels evaluating research: decision-making and sources of bias," Research Evaluation, Oxford University Press, vol. 13(1), pages 51-62, April.
    62. Kevin J. Boudreau & Eva C. Guinan & Karim R. Lakhani & Christoph Riedl, 2016. "Looking Across and Looking Beyond the Knowledge Frontier: Intellectual Distance, Novelty, and Resource Allocation in Science," Management Science, INFORMS, vol. 62(10), pages 2765-2783, October.
    63. Alfredo Yegros-Yegros & Ismael Rafols & Pablo D’Este, 2015. "Does Interdisciplinary Research Lead to Higher Citation Impact? The Different Effect of Proximal and Distal Interdisciplinarity," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-21, August.
    64. Loet Leydesdorff & Ismael Rafols, 2009. "A global map of science based on the ISI subject categories," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(2), pages 348-362, February.
    65. Femke Merkx & Peter van den Besselaar, 2008. "Positioning indicators for cross-disciplinary challenges: the Dutch coastal defense research case," Research Evaluation, Oxford University Press, vol. 17(1), pages 4-16, March.
    66. Andrea Bonaccorsi & Luca Secondi, 2017. "The determinants of research performance in European universities: a large scale multilevel analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(3), pages 1147-1178, September.
    67. Rafols, Ismael & Leydesdorff, Loet & O’Hare, Alice & Nightingale, Paul & Stirling, Andy, 2012. "How journal rankings can suppress interdisciplinary research: A comparison between Innovation Studies and Business & Management," Research Policy, Elsevier, vol. 41(7), pages 1262-1282.
    68. Alan L. Porter & Ismael Rafols, 2009. "Is science becoming more interdisciplinary? Measuring and mapping six research fields over time," Scientometrics, Springer;Akadémiai Kiadó, vol. 81(3), pages 719-745, December.
    69. Alan L Porter & David J Roessner & Anne E Heberger, 2008. "How interdisciplinary is a given body of research?," Research Evaluation, Oxford University Press, vol. 17(4), pages 273-282, December.
    70. Kun Lu & Dietmar Wolfram, 2012. "Measuring author research relatedness: A comparison of word‐based, topic‐based, and author cocitation approaches," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 63(10), pages 1973-1986, October.
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