{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,29]],"date-time":"2026-10-29T01:37:29Z","timestamp":1793237849547,"version":"4.5.0"},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2020,11,27]],"date-time":"2020-11-27T00:00:00Z","timestamp":1606435200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2020,11,27]],"date-time":"2020-11-27T00:00:00Z","timestamp":1606435200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100014757","name":"Jacobs University Bremen gGmbH","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100014757","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Scientometrics"],"published-print":{"date-parts":[[2021,2]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Exploring the production of knowledge with quantitative methods is the foundation of scientometrics. In an application of machine learning to scientometrics, we here consider the classification problem of the mapping of academic publications to the subcategories of a multidisciplinary journal\u2014and hence to scientific disciplines\u2014based on the information contained in the abstract. In contrast to standard classification tasks, we are not interested in maximizing the accuracy, but rather we ask, whether the <jats:italic>failures<\/jats:italic> of an automatic classification are systematic and contain information about the system under investigation. These failures can be represented as a \u2019misclassification network\u2019 inter-relating scientific disciplines. Here we show that this misclassification network (1) gives a markedly different pattern of interdependencies among scientific disciplines than common \u2019maps of science\u2019, (2) reveals a statistical association between misclassification and citation frequencies, and (3) allows disciplines to be classified as \u2019method lenders\u2019 and \u2019content explorers\u2019, based on their in-degree out-degree asymmetry. On a more general level, in a wide range of machine learning applications misclassification networks have the potential of extracting systemic information from the failed classifications, thus allowing to visualize and quantitatively assess those aspects of a complex system, which are not machine learnable.<\/jats:p>","DOI":"10.1007\/s11192-020-03789-8","type":"journal-article","created":{"date-parts":[[2020,11,27]],"date-time":"2020-11-27T19:02:46Z","timestamp":1606503766000},"page":"1173-1186","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Machine learning misclassification of academic publications reveals non-trivial interdependencies of scientific disciplines"],"prefix":"10.1007","volume":"126","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0733-2783","authenticated-orcid":false,"given":"Alexey","family":"Lyutov","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yilmaz","family":"Uygun","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marc-Thorsten","family":"H\u00fctt","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2020,11,27]]},"reference":[{"issue":"1","key":"3789_CR1","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/s11192-018-2860-1","volume":"117","author":"R Basurto-Flores","year":"2018","unstructured":"Basurto-Flores, R., Guzm\u00e1n-Vargas, L., Velasco, S., Medina, A., & Hernandez, A. C. (2018). On entropy research analysis: Cross-disciplinary knowledge transfer. Scientometrics, 117(1), 123\u2013139.","journal-title":"Scientometrics"},{"issue":"3","key":"3789_CR2","doi-asserted-by":"publisher","first-page":"036106","DOI":"10.1103\/PhysRevE.64.036106","volume":"64","author":"S Bilke","year":"2001","unstructured":"Bilke, S., & Peterson, C. (2001). Topological properties of citation and metabolic networks. Physical Review E, 64(3), 036106.","journal-title":"Physical Review E"},{"key":"3789_CR3","volume-title":"Natural language processing with Python","author":"S Bird","year":"2009","unstructured":"Bird, S., Klein, E., & Loper, E. (2009). Natural language processing with Python. Sebastopol: O\u2019Reilly Media, Inc."},{"issue":"1","key":"3789_CR4","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1214\/07-AOAS114","volume":"1","author":"DM Blei","year":"2007","unstructured":"Blei, D. M., & Lafferty, J. D. (2007). A correlated topic model of Science. The Annals of Applied Statistics, 1(1), 17\u201335. https:\/\/doi.org\/10.1214\/07-AOAS114.","journal-title":"The Annals of Applied Statistics"},{"key":"3789_CR5","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent Dirichlet allocation david. Journal of Machine Learning Research, 3, 993\u20131022.","journal-title":"Journal of Machine Learning Research"},{"issue":"49","key":"3789_CR6","doi-asserted-by":"publisher","first-page":"49cm24","DOI":"10.1126\/scitranslmed.3001399","volume":"2","author":"K B\u00f6rner","year":"2010","unstructured":"B\u00f6rner, K., Contractor, N., Falk-Krzesinski, H. J., Fiore, S. M., Hall, K. L., Keyton, J., et al. (2010). A multi-level systems perspective for the science of team science. Science Translational Medicine, 2(49), 49cm24\u201349cm24.","journal-title":"Science Translational Medicine"},{"issue":"3","key":"3789_CR7","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1007\/s11192-005-0255-6","volume":"64","author":"KW Boyack","year":"2005","unstructured":"Boyack, K. W., Klavans, R., & B\u00f6rner, K. (2005). Mapping the backbone of science. Scientometrics, 64(3), 351\u2013374.","journal-title":"Scientometrics"},{"issue":"1","key":"3789_CR8","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1145\/1007730.1007733","volume":"6","author":"NV Chawla","year":"2004","unstructured":"Chawla, N. V., Japkowicz, N., & Kotcz, A. (2004). Editorial: Special issue on learning from imbalanced data sets. ACM SIGKDD Explorations Newsletter, 6(1), 6. https:\/\/doi.org\/10.1145\/1007730.1007733.","journal-title":"ACM SIGKDD Explorations Newsletter"},{"issue":"2","key":"3789_CR9","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1504\/IJTEL.2014.066856","volume":"6","author":"M Derntl","year":"2014","unstructured":"Derntl, M. (2014). Basics of research paper writing and publishing. International Journal of Technology Enhanced Learning, 6(2), 105\u2013123. https:\/\/doi.org\/10.1504\/IJTEL.2014.066856.","journal-title":"International Journal of Technology Enhanced Learning"},{"issue":"3","key":"3789_CR10","doi-asserted-by":"publisher","first-page":"e02146","DOI":"10.1002\/ecs2.2146","volume":"9","author":"M Enders","year":"2018","unstructured":"Enders, M., H\u00fctt, M. T., & Jeschke, J. M. (2018). Drawing a map of invasion biology based on a network of hypotheses. Ecosphere, 9(3), e02146.","journal-title":"Ecosphere"},{"key":"3789_CR11","doi-asserted-by":"publisher","DOI":"10.1126\/science.aao0185","author":"S Fortunato","year":"2018","unstructured":"Fortunato, S., Bergstrom, C. T., B\u00f6rner, K., Evans, J. A., Helbing, D., Petersen, A. M., et al. (2018). Science of science. Science,. https:\/\/doi.org\/10.1126\/science.aao0185.","journal-title":"Science"},{"issue":"5722","key":"3789_CR12","doi-asserted-by":"publisher","first-page":"697","DOI":"10.1126\/science.1106340","volume":"308","author":"R Guimera","year":"2005","unstructured":"Guimera, R., Uzzi, B., Spiro, J., & Amaral, L. A. N. (2005). Team assembly mechanisms determine collaboration network structure and team performance. Science, 308(5722), 697\u2013702.","journal-title":"Science"},{"issue":"9","key":"3789_CR13","doi-asserted-by":"publisher","first-page":"1263","DOI":"10.2174\/156802608786786589","volume":"21","author":"H He","year":"2009","unstructured":"He, H., & Garcia, E. A. (2009). Learning from Imbalanced Data. IEEE Transactions on Knowledge and Data Engineering, 21(9), 1263\u20131284. https:\/\/doi.org\/10.2174\/156802608786786589.","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"3789_CR14","unstructured":"How to construct a Nature summary paragraph. Nature https:\/\/www.nature.com\/documents\/nature-summary-paragraph.pdf."},{"key":"3789_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1103\/PhysRevE.66.046109","volume":"66","author":"M Ipsen","year":"2002","unstructured":"Ipsen, M., & Mikhailov, A. (2002). Evolutionary reconstruction of networks. Physical Review E, 66, 1\u20134.","journal-title":"Physical Review E"},{"issue":"24","key":"3789_CR16","doi-asserted-by":"publisher","first-page":"7426","DOI":"10.1073\/pnas.1424329112","volume":"112","author":"Q Ke","year":"2015","unstructured":"Ke, Q., Ferrara, E., Radicchi, F., & Flammini, A. (2015). Defining and identifying sleeping beauties in science. Proceedings of the National Academy of Sciences, 112(24), 7426\u20137431.","journal-title":"Proceedings of the National Academy of Sciences"},{"key":"3789_CR17","unstructured":"Klavans, R., & Boyack, K. W. Is there a convergent structure of science? A comparison of maps using the ISI and scopus databases. In Proceedings of ISSI 2007: 11th International Conference of the International Society for Scientometrics and Informetrics (June), 437\u2013448 (2007)."},{"issue":"3","key":"3789_CR18","doi-asserted-by":"publisher","first-page":"032811","DOI":"10.1103\/PhysRevE.90.032811","volume":"90","author":"DF Klosik","year":"2014","unstructured":"Klosik, D. F., Bornholdt, S., & H\u00fctt, M. T. (2014). Motif-based success scores in coauthorship networks are highly sensitive to author name disambiguation. Physical Review E, 90(3), 032811.","journal-title":"Physical Review E"},{"issue":"4","key":"3789_CR19","doi-asserted-by":"publisher","first-page":"535","DOI":"10.1140\/epjb\/e2011-10746-5","volume":"84","author":"L Krumov","year":"2011","unstructured":"Krumov, L., Fretter, C., M\u00fcller-Hannemann, M., Weihe, K., & H\u00fctt, M. T. (2011). Motifs in co-authorship networks and their relation to the impact of scientific publications. The European Physical Journal B, 84(4), 535\u2013540.","journal-title":"The European Physical Journal B"},{"key":"3789_CR20","volume-title":"The challenge of scientometrics: The development, measurement, and self-organization of scientific communications","author":"L Leydesdorff","year":"2001","unstructured":"Leydesdorff, L. (2001). The challenge of scientometrics: The development, measurement, and self-organization of scientific communications. Irvine: Universal-Publishers."},{"issue":"2","key":"3789_CR21","doi-asserted-by":"publisher","first-page":"348","DOI":"10.1002\/asi.20967","volume":"60","author":"L Leydesdorff","year":"2009","unstructured":"Leydesdorff, L., & Rafols, I. (2009). A Global Map of Science Based on the ISI Subject Categories. Journal of the American Society for Information Science and Technology, 60(2), 348\u2013362. https:\/\/doi.org\/10.1002\/asi.20967.","journal-title":"Journal of the American Society for Information Science and Technology"},{"key":"3789_CR22","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1016\/j.compind.2019.04.010","volume":"109","author":"A Lyutov","year":"2019","unstructured":"Lyutov, A., Uygun, Y., & H\u00fctt, M. T. (2019). Managing workflow of customer requirements using machine learning. Computers in Industry, 109, 215\u2013225. https:\/\/doi.org\/10.1016\/j.compind.2019.04.010.","journal-title":"Computers in Industry"},{"issue":"5569","key":"3789_CR23","doi-asserted-by":"publisher","first-page":"910","DOI":"10.1126\/science.1065103","volume":"296","author":"S Maslov","year":"2002","unstructured":"Maslov, S., & Sneppen, K. (2002). Specificity and stability in topology of protein networks. Science, 296(5569), 910\u2013913.","journal-title":"Science"},{"issue":"50","key":"3789_CR24","doi-asserted-by":"publisher","first-page":"12608","DOI":"10.1073\/pnas.1800485115","volume":"115","author":"Y Ma","year":"2018","unstructured":"Ma, Y., & Uzzi, B. (2018). Scientific prize network predicts who pushes the boundaries of science. Proceedings of the National Academy of Sciences, 115(50), 12608\u201312615.","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"50","key":"3789_CR25","doi-asserted-by":"publisher","first-page":"12616","DOI":"10.1073\/pnas.1800478115","volume":"115","author":"S Milojevi\u0107","year":"2018","unstructured":"Milojevi\u0107, S., Radicchi, F., & Walsh, J. P. (2018). Changing demographics of scientific careers: The rise of the temporary workforce. Proceedings of the National Academy of Sciences, 115(50), 12616\u201312623.","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"1","key":"3789_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ejor.2015.04.002","volume":"246","author":"J Mingers","year":"2015","unstructured":"Mingers, J., & Leydesdorff, L. (2015). A review of theory and practice in scientometrics. European Journal of Operational Research, 246(1), 1\u201319. https:\/\/doi.org\/10.1016\/j.ejor.2015.04.002.","journal-title":"European Journal of Operational Research"},{"key":"3789_CR27","doi-asserted-by":"publisher","first-page":"2825","DOI":"10.1007\/s13398-014-0173-7.2","volume":"12","author":"F Pedregosa","year":"2012","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., et al. (2012). Scikit-learn: Machine Learning in Python. Journal of Machine Learning Research, 12, 2825\u20132830. https:\/\/doi.org\/10.1007\/s13398-014-0173-7.2.","journal-title":"Journal of Machine Learning Research"},{"issue":"3683","key":"3789_CR28","doi-asserted-by":"publisher","first-page":"510","DOI":"10.1126\/science.149.3683.510","volume":"149","author":"DJDS Price","year":"1965","unstructured":"Price, D. J. D. S. (1965). Networks of Scientific Papers. Science, 149(3683), 510\u2013515. https:\/\/doi.org\/10.1126\/science.149.3683.510.","journal-title":"Science"},{"issue":"5","key":"3789_CR29","doi-asserted-by":"publisher","first-page":"292","DOI":"10.1002\/asi.4630270505","volume":"27","author":"DJDS Price","year":"1976","unstructured":"Price, D. J. D. S. (1976). A general theory of bibliometric and other cumulative advantage processes. Journal of the American society for Information science, 27(5), 292\u2013306.","journal-title":"Journal of the American society for Information science"},{"issue":"2","key":"3789_CR30","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1007\/s100510050359","volume":"4","author":"S Redner","year":"1998","unstructured":"Redner, S. (1998). How popular is your paper? An empirical study of the citation distribution. The European Physical Journal B-Condensed Matter and Complex Systems, 4(2), 131\u2013134.","journal-title":"The European Physical Journal B-Condensed Matter and Complex Systems"},{"key":"3789_CR31","unstructured":"Scopus API documentation. Scopus https:\/\/dev.elsevier.com\/."},{"issue":"11","key":"3789_CR32","doi-asserted-by":"publisher","first-page":"2632","DOI":"10.1073\/pnas.1711786114","volume":"115","author":"RM Shiffrin","year":"2018","unstructured":"Shiffrin, R. M., B\u00f6rner, K., & Stigler, S. M. (2018). Scientific progress despite irreproducibility: A seeming paradox. Proceedings of the National Academy of Sciences, 115(11), 2632\u20132639.","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"3","key":"3789_CR33","doi-asserted-by":"publisher","first-page":"835","DOI":"10.1007\/s11192-009-0121-z","volume":"83","author":"H Small","year":"2010","unstructured":"Small, H. (2010). Maps of science as interdisciplinary discourse: Co-citation contexts and the role of analogy. Scientometrics, 83(3), 835\u2013849. https:\/\/doi.org\/10.1007\/s11192-009-0121-z.","journal-title":"Scientometrics"},{"issue":"2","key":"3789_CR34","doi-asserted-by":"publisher","first-page":"e1683","DOI":"10.1371\/journal.pone.0001683","volume":"3","author":"MJ Stringer","year":"2008","unstructured":"Stringer, M. J., Sales-Pardo, M., & Nunes Amaral, L. A. (2008). Effectiveness of Journal Ranking Schemes as a Tool for Locating Information. PLoS ONE, 3(2), e1683. https:\/\/doi.org\/10.1371\/journal.pone.0001683.","journal-title":"PLoS ONE"},{"issue":"10","key":"3789_CR35","doi-asserted-by":"publisher","first-page":"2464","DOI":"10.1002\/asi.23596","volume":"67","author":"A Suominen","year":"2015","unstructured":"Suominen, A., & Toivanen, H. (2015). Map of science with topic modeling: Comparison of unsupervised learning and human-assigned subject classification. Journal of the Association for Information Science and Technology, 67(10), 2464\u20132476. https:\/\/doi.org\/10.1002\/asi.23596.","journal-title":"Journal of the Association for Information Science and Technology"},{"issue":"1","key":"3789_CR36","doi-asserted-by":"publisher","first-page":"e1701130","DOI":"10.1126\/sciadv.1701130","volume":"4","author":"CM Trujillo","year":"2018","unstructured":"Trujillo, C. M., & Long, T. M. (2018). Document co-citation analysis to enhance transdisciplinary research. Science advances, 4(1), e1701130.","journal-title":"Science advances"},{"issue":"4","key":"3789_CR37","doi-asserted-by":"publisher","first-page":"777","DOI":"10.1007\/s100510050097","volume":"13","author":"C Tsallis","year":"2000","unstructured":"Tsallis, C., & de Albuquerque, M. P. (2000). Are citations of scientific papers a case of nonextensivity? The European Physical Journal B-Condensed Matter and Complex Systems, 13(4), 777\u2013780.","journal-title":"The European Physical Journal B-Condensed Matter and Complex Systems"},{"issue":"2","key":"3789_CR38","doi-asserted-by":"publisher","first-page":"1169","DOI":"10.1007\/s11192-017-2306-1","volume":"111","author":"T Velden","year":"2017","unstructured":"Velden, T., Boyack, K. W., Gl\u00e4ser, J., Koopman, R., Scharnhorst, A., & Wang, S. (2017). Comparison of topic extraction approaches and their results. Scientometrics, 111(2), 1169\u20131221. https:\/\/doi.org\/10.1007\/s11192-017-2306-1.","journal-title":"Scientometrics"},{"issue":"22","key":"3789_CR39","doi-asserted-by":"publisher","first-page":"10729","DOI":"10.1073\/pnas.1817431116","volume":"116","author":"SF Way","year":"2019","unstructured":"Way, S. F., Morgan, A. C., Larremore, D. B., & Clauset, A. (2019). Productivity, prominence, and the effects of academic environment. Proceedings of the National Academy of Sciences, 116(22), 10729\u201310733.","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"5827","key":"3789_CR40","doi-asserted-by":"publisher","first-page":"1036","DOI":"10.1126\/science.1136099","volume":"316","author":"S Wuchty","year":"2007","unstructured":"Wuchty, S., Jones, B. F., & Uzzi, B. (2007). The increasing dominance of teams in production of knowledge. Science, 316(5827), 1036\u20131039.","journal-title":"Science"},{"issue":"7744","key":"3789_CR41","doi-asserted-by":"publisher","first-page":"378","DOI":"10.1038\/s41586-019-0941-9","volume":"566","author":"L Wu","year":"2019","unstructured":"Wu, L., Wang, D., & Evans, J. A. (2019). Large teams develop and small teams disrupt science and technology. Nature, 566(7744), 378.","journal-title":"Nature"},{"issue":"3","key":"3789_CR42","doi-asserted-by":"publisher","first-page":"767","DOI":"10.1007\/s11192-014-1321-8","volume":"100","author":"CK Yau","year":"2014","unstructured":"Yau, C. K., Porter, A., Newman, N., & Suominen, A. (2014). Clustering scientific documents with topic modeling. Scientometrics, 100(3), 767\u2013786. https:\/\/doi.org\/10.1007\/s11192-014-1321-8.","journal-title":"Scientometrics"},{"issue":"8","key":"3789_CR43","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1371\/journal.pone.0135095","volume":"10","author":"A Yegros-Yegros","year":"2015","unstructured":"Yegros-Yegros, A., Rafols, I., & D\u2019Este, P. (2015). Does interdisciplinary research lead to higher citation impact? The different effect of proximal and distal interdisciplinarity. PLoS ONE, 10(8), 1\u201321. https:\/\/doi.org\/10.1371\/journal.pone.0135095.","journal-title":"PLoS ONE"},{"issue":"8","key":"3789_CR44","doi-asserted-by":"publisher","first-page":"1925","DOI":"10.1002\/asi.23814","volume":"68","author":"Y Zhang","year":"2017","unstructured":"Zhang, Y., Zhang, G., Zhu, D., & Lu, J. (2017). Scientific evolutionary pathways: Identifying and visualizing relationships for scientific topics. Journal of the Association for Information Science and Technology, 68(8), 1925\u20131939. https:\/\/doi.org\/10.1002\/asi.23814.","journal-title":"Journal of the Association for Information Science and Technology"},{"issue":"2","key":"3789_CR45","doi-asserted-by":"publisher","first-page":"781","DOI":"10.1007\/s11192-012-0799-1","volume":"94","author":"QJ Zong","year":"2013","unstructured":"Zong, Q. J., Shen, H. Z., Yuan, Q. J., Hu, X. W., Hou, Z. P., & Deng, S. G. (2013). Doctoral dissertations of Library and Information Science in China: A co-word analysis. Scientometrics, 94(2), 781\u2013799. https:\/\/doi.org\/10.1007\/s11192-012-0799-1.","journal-title":"Scientometrics"}],"updated-by":[{"DOI":"10.1007\/s11192-020-03847-1","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2021,1,28]],"date-time":"2021-01-28T00:00:00Z","timestamp":1611792000000}}],"container-title":["Scientometrics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-020-03789-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11192-020-03789-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-020-03789-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,7,30]],"date-time":"2021-07-30T18:42:21Z","timestamp":1627670541000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11192-020-03789-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,11,27]]},"references-count":45,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2021,2]]}},"alternative-id":["3789"],"URL":"https:\/\/doi.org\/10.1007\/s11192-020-03789-8","relation":{"correction":[{"id-type":"doi","id":"10.1007\/s11192-020-03847-1","asserted-by":"object"}]},"ISSN":["0138-9130","1588-2861"],"issn-type":[{"value":"0138-9130","type":"print"},{"value":"1588-2861","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,11,27]]},"assertion":[{"value":"7 April 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 November 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 November 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 January 2021","order":4,"name":"change_date","label":"Change Date","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"Correction","order":5,"name":"change_type","label":"Change Type","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"A Correction to this paper has been published:","order":6,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"https:\/\/doi.org\/10.1007\/s11192-020-03847-1","URL":"https:\/\/doi.org\/10.1007\/s11192-020-03847-1","order":7,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}}]}}