{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,14]],"date-time":"2026-02-14T10:53:43Z","timestamp":1771066423121,"version":"3.50.1"},"publisher-location":"Cham","reference-count":37,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030612436","type":"print"},{"value":"9783030612443","type":"electronic"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-61244-3_16","type":"book-chapter","created":{"date-parts":[[2020,10,26]],"date-time":"2020-10-26T15:04:46Z","timestamp":1603724686000},"page":"219-236","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["ResearchFlow: Understanding the Knowledge Flow Between Academia and Industry"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4763-3943","authenticated-orcid":false,"given":"Angelo","family":"Salatino","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6557-3131","authenticated-orcid":false,"given":"Francesco","family":"Osborne","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0015-1952","authenticated-orcid":false,"given":"Enrico","family":"Motta","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,10,27]]},"reference":[{"key":"16_CR1","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1016\/j.scaman.2015.02.003","volume":"31","author":"S Ankrah","year":"2015","unstructured":"Ankrah, S., AL-Tabbaa, O.: Universities-industry collaboration: a systematic review. Scand. J. Manag. 31, 387\u2013408 (2015). https:\/\/doi.org\/10.1016\/j.scaman.2015.02.003","journal-title":"Scand. J. Manag."},{"key":"16_CR2","first-page":"62","volume":"20","author":"L Weinstein","year":"2016","unstructured":"Weinstein, L., Kellar, G., Hall, D.: Comparing topic importance perceptions of industry and business school faculty: is the tail wagging the dog? Acad. Educ. Leadersh. J. 20, 62 (2016)","journal-title":"Acad. Educ. Leadersh. J."},{"key":"16_CR3","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1016\/j.technovation.2012.11.001","volume":"33","author":"SN Ankrah","year":"2013","unstructured":"Ankrah, S.N., Burgess, T.F., Grimshaw, P., Shaw, N.E.: Asking both university and industry actors about their engagement in knowledge transfer: what single-group studies of motives omit. Technovation 33, 50\u201365 (2013)","journal-title":"Technovation"},{"key":"16_CR4","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1007\/s11192-010-0252-2","volume":"85","author":"RL Ohniwa","year":"2010","unstructured":"Ohniwa, R.L., Hibino, A., Takeyasu, K.: Trends in research foci in life science fields over the last 30 years monitored by emerging topics. Scientometrics 85, 111\u2013127 (2010)","journal-title":"Scientometrics"},{"key":"16_CR5","doi-asserted-by":"crossref","unstructured":"Salatino, A.A., Osborne, F., Motta, E.: AUGUR: forecasting the emergence of new research topics. In: Joint Conference on Digital Libraries 2018, Fort Worth, Texas, pp. 1\u201310 (2018)","DOI":"10.1145\/3197026.3197052"},{"key":"16_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"776","DOI":"10.1007\/978-3-642-00958-7_84","volume-title":"Advances in Information Retrieval","author":"L Bolelli","year":"2009","unstructured":"Bolelli, L., Ertekin, \u015e., Giles, C.L.: Topic and trend detection in text collections using latent dirichlet allocation. In: Boughanem, M., Berrut, C., Mothe, J., Soule-Dupuy, C. (eds.) ECIR 2009. LNCS, vol. 5478, pp. 776\u2013780. Springer, Heidelberg (2009). https:\/\/doi.org\/10.1007\/978-3-642-00958-7_84"},{"key":"16_CR7","doi-asserted-by":"publisher","first-page":"e119","DOI":"10.7717\/peerj-cs.119","volume":"3","author":"AA Salatino","year":"2017","unstructured":"Salatino, A.A., Osborne, F., Motta, E.: How are topics born? Understanding the research dynamics preceding the emergence of new areas. PeerJ Comput. Sci. 3, e119 (2017). https:\/\/doi.org\/10.7717\/peerj-cs.119","journal-title":"PeerJ Comput. Sci."},{"key":"16_CR8","doi-asserted-by":"crossref","unstructured":"Zang, X., Niu, Y.: The forecast model of patents granted in colleges based on genetic neural network. In: 2011 Proceedings of the International Conference on Electrical and Control Engineering, ICECE 2011, pp. 5090\u20135093 (2011)","DOI":"10.1109\/ICECENG.2011.6057452"},{"key":"16_CR9","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1016\/j.techfore.2014.09.012","volume":"92","author":"S Altuntas","year":"2015","unstructured":"Altuntas, S., Dereli, T., Kusiak, A.: Analysis of patent documents with weighted association rules. Technol. Forecast. Soc. Change 92, 249\u2013262 (2015)","journal-title":"Technol. Forecast. Soc. Change"},{"key":"16_CR10","doi-asserted-by":"publisher","first-page":"426","DOI":"10.1287\/orsc.2018.1235","volume":"30","author":"M Bikard","year":"2019","unstructured":"Bikard, M., Vakili, K., Teodoridis, F.: When collaboration bridges institutions: the impact of university-industry collaboration on academic productivity. Organ. Sci. 30, 426\u2013445 (2019). https:\/\/doi.org\/10.1287\/orsc.2018.1235","journal-title":"Organ. Sci."},{"key":"16_CR11","doi-asserted-by":"publisher","first-page":"226","DOI":"10.2307\/2649323","volume":"72","author":"MS Anderson","year":"2001","unstructured":"Anderson, M.S.: The complex relations between the academy and industry: views from the literature. J. High. Educ. 72, 226\u2013246 (2001). https:\/\/doi.org\/10.2307\/2649323","journal-title":"J. High. Educ."},{"key":"16_CR12","series-title":"Communications in Computer and Information Science","doi-asserted-by":"publisher","first-page":"219","DOI":"10.1007\/978-3-030-55814-7_18","volume-title":"ADBIS, TPDL and EDA 2020 Common Workshops and Doctoral Consortium","author":"S Angioni","year":"2020","unstructured":"Angioni, S., Salatino, A.A., Osborne, F., Recupero, D.R., Motta, E.: Integrating knowledge graphs for analysing academia and industry dynamics. In: Bellatreche, L., et al. (eds.) TPDL\/ADBIS -2020. CCIS, vol. 1260, pp. 219\u2013225. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-55814-7_18"},{"key":"16_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1007\/978-3-030-00668-6_12","volume-title":"The Semantic Web \u2013 ISWC 2018","author":"AA Salatino","year":"2018","unstructured":"Salatino, A.A., Thanapalasingam, T., Mannocci, A., Osborne, F., Motta, E.: The computer science ontology: a large-scale taxonomy of research areas. In: Vrande\u010di\u0107, D., et al. (eds.) ISWC 2018. LNCS, vol. 11137, pp. 187\u2013205. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-030-00668-6_12"},{"key":"16_CR14","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1146\/annurev.soc.29.010202.100037","volume":"30","author":"WW Powell","year":"2004","unstructured":"Powell, W.W., Snellman, K.: The knowledge economy. Ann. Rev. Sociol. 30, 199\u2013220 (2004). https:\/\/doi.org\/10.1146\/annurev.soc.29.010202.100037","journal-title":"Ann. Rev. Sociol."},{"key":"16_CR15","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32320-2","volume-title":"Who\u2019s Driving Innovation? New Technologies and the Collaborative State","author":"J Stilgoe","year":"2020","unstructured":"Stilgoe, J.: Who\u2019s Driving Innovation? New Technologies and the Collaborative State. Palgrave Macmillan, Cham (2020)"},{"key":"16_CR16","doi-asserted-by":"publisher","DOI":"10.7208\/chicago\/9780226458144.001.0001","volume-title":"The Structure of Scientific Revolutions","author":"TS Kuhn","year":"2012","unstructured":"Kuhn, T.S.: The Structure of Scientific Revolutions. University of Chicago Press, Chicago (2012)"},{"key":"16_CR17","unstructured":"Becher, T., Trowler, P.: Academic Tribes and Territories: Intellectual Enquiry and the Culture of Disciplines. Open University Press (2001)"},{"issue":"4","key":"16_CR18","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.: Motifs in co-authorship networks and their relation to the impact of scientific publications. Eur. Phys. J. B 84(4), 535\u2013540 (2011). https:\/\/doi.org\/10.1140\/EPJB\/E2011-10746-5","journal-title":"Eur. Phys. J. B"},{"key":"16_CR19","doi-asserted-by":"publisher","unstructured":"Varlamis, I., Tsatsaronis, G.: Visualizing bibliographic databases as graphs and mining potential research synergies. In: Proceedings of the 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011, pp. 53\u201360 (2011). https:\/\/doi.org\/10.1109\/ASONAM.2011.52","DOI":"10.1109\/ASONAM.2011.52"},{"key":"16_CR20","doi-asserted-by":"publisher","unstructured":"Frank, M.R., Wang, D., Cebrian, M., Rahwan, I.: The evolution of citation graphs in artificial intelligence research (2019). https:\/\/www.nature.com\/articles\/s42256-019-0024-5 . https:\/\/doi.org\/10.1038\/s42256-019-0024-5","DOI":"10.1038\/s42256-019-0024-5"},{"key":"16_CR21","doi-asserted-by":"publisher","first-page":"396","DOI":"10.1162\/qss_a_00021","volume":"1","author":"K Wang","year":"2020","unstructured":"Wang, K., Shen, Z., Huang, C., Wu, C.-H., Dong, Y., Kanakia, A.: Microsoft academic graph: when experts are not enough. Quant. Sci. Stud. 1, 396\u2013413 (2020)","journal-title":"Quant. Sci. Stud."},{"key":"16_CR22","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Zhang, F., Yao, P., Tang, J.: Name disambiguation in AMiner: clustering, maintenance, and human in the loop. In: KDD 2018, p. 10 (2018)","DOI":"10.1145\/3219819.3219859"},{"key":"16_CR23","doi-asserted-by":"publisher","unstructured":"Knoth, P., Zdrahal, Z.: CORE: three access levels to underpin open access. D-Lib Mag. 18 (2012). https:\/\/doi.org\/10.1045\/november2012-knoth","DOI":"10.1045\/november2012-knoth"},{"key":"16_CR24","doi-asserted-by":"publisher","first-page":"428","DOI":"10.1162\/qss_a_00023","volume":"1","author":"S Peroni","year":"2020","unstructured":"Peroni, S., Shotton, D.: OpenCitations, an infrastructure organization for open scholarship. Quant. Sci. Stud. 1, 428\u2013444 (2020). https:\/\/doi.org\/10.1162\/qss_a_00023","journal-title":"Quant. Sci. Stud."},{"key":"16_CR25","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1108\/JD-12-2013-0166","volume":"71","author":"S Peroni","year":"2015","unstructured":"Peroni, S., Dutton, A., Gray, T., Shotton, D.: Setting our bibliographic references free: towards open citation data. J. Doc. 71, 253\u2013277 (2015)","journal-title":"J. Doc."},{"key":"16_CR26","doi-asserted-by":"publisher","unstructured":"Fathalla, S., Auer, S., Lange, C.: Towards the semantic formalization of science (2020). https:\/\/doi.org\/10.1145\/3341105.3374132","DOI":"10.1145\/3341105.3374132"},{"key":"16_CR27","doi-asserted-by":"crossref","unstructured":"Dess\u00ec, D., Osborne, F., Recupero, D.R., Buscaldi, D., Motta, E., Sack, H.: AI-KG: an automatically generated knowledge graph of artificial intelligence. In: The Semantic Web \u2013 ISWC 2020. Springer (2020)","DOI":"10.1007\/978-3-030-62466-8_9"},{"key":"16_CR28","doi-asserted-by":"publisher","first-page":"712","DOI":"10.1021\/ar500424a","volume":"48","author":"Q Michaudel","year":"2015","unstructured":"Michaudel, Q., Ishihara, Y., Baran, P.S.: Academia-industry symbiosis in organic chemistry. Acc. Chem. Res. 48, 712\u2013721 (2015). https:\/\/doi.org\/10.1021\/ar500424a","journal-title":"Acc. Chem. Res."},{"key":"16_CR29","doi-asserted-by":"publisher","first-page":"683","DOI":"10.1080\/13662716.2013.856620","volume":"20","author":"C Grimpe","year":"2013","unstructured":"Grimpe, C., Hussinger, K.: Formal and informal knowledge and technology transfer from academia to industry: complementarity effects and innovation performance. Ind. Innov. 20, 683\u2013700 (2013). https:\/\/doi.org\/10.1080\/13662716.2013.856620","journal-title":"Ind. Innov."},{"key":"16_CR30","doi-asserted-by":"crossref","unstructured":"Larivi\u00e8re, V., Macaluso, B., Mongeon, P., Siler, K., Sugimoto, C.R.: Vanishing industries and the rising monopoly of universities in published research (2018)","DOI":"10.1371\/journal.pone.0202120"},{"issue":"2","key":"16_CR31","doi-asserted-by":"publisher","first-page":"1301","DOI":"10.1007\/s11192-015-1748-6","volume":"105","author":"M-H Huang","year":"2015","unstructured":"Huang, M.-H., Yang, H.-W., Chen, D.-Z.: Industry\u2013academia collaboration in fuel cells: a perspective from paper and patent analysis. Scientometrics 105(2), 1301\u20131318 (2015). https:\/\/doi.org\/10.1007\/s11192-015-1748-6","journal-title":"Scientometrics"},{"key":"16_CR32","doi-asserted-by":"crossref","unstructured":"Sinha, A., et al.: An overview of microsoft academic service (MAS) and applications. In: Proceedings of the 24th International Conference on World Wide Web - WWW 2015 Companion, pp. 243\u2013246. ACM Press, New York (2015)","DOI":"10.1145\/2740908.2742839"},{"key":"16_CR33","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"296","DOI":"10.1007\/978-3-030-30760-8_26","volume-title":"Digital Libraries for Open Knowledge","author":"Angelo A Salatino","year":"2019","unstructured":"Salatino, Angelo A., Osborne, F., Thanapalasingam, T., Motta, E.: The CSO classifier: ontology-driven detection of research topics in scholarly articles. In: Doucet, A., Isaac, A., Golub, K., Aalberg, T., Jatowt, A. (eds.) TPDL 2019. LNCS, vol. 11799, pp. 296\u2013311. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-30760-8_26"},{"key":"16_CR34","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1007\/978-3-030-30796-7_31","volume-title":"The Semantic Web \u2013 ISWC 2019","author":"AA Salatino","year":"2019","unstructured":"Salatino, A.A., Osborne, F., Birukou, A., Motta, E.: Improving editorial workflow and metadata quality at springer nature. In: Ghidini, C., et al. (eds.) ISWC 2019. LNCS, vol. 11779, pp. 507\u2013525. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-30796-7_31"},{"key":"16_CR35","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1080\/09537325.2013.850477","volume":"26","author":"S Choi","year":"2014","unstructured":"Choi, S., Jun, S.: Vacant technology forecasting using new Bayesian patent clustering. Technol. Anal. Strateg. Manag. 26, 241\u2013251 (2014)","journal-title":"Technol. Anal. Strateg. Manag."},{"key":"16_CR36","doi-asserted-by":"publisher","first-page":"172","DOI":"10.1016\/j.techfore.2011.02.010","volume":"79","author":"YD Marinakis","year":"2012","unstructured":"Marinakis, Y.D.: Forecasting technology diffusion with the Richards model. Technol. Forecast. Soc. Change 79, 172\u2013179 (2012)","journal-title":"Technol. Forecast. Soc. Change"},{"key":"16_CR37","doi-asserted-by":"crossref","unstructured":"Ramadhan, M.H., Malik, V.I., Sjafrizal, T.: Artificial neural network approach for technology life cycle construction on patent data. In: 2018 5th International Conference on Industrial Engineering and Applications, ICIEA 2018, pp. 499\u2013503 (2018)","DOI":"10.1109\/IEA.2018.8387152"}],"container-title":["Lecture Notes in Computer Science","Knowledge Engineering and Knowledge Management"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-61244-3_16","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,10]],"date-time":"2021-04-10T16:08:28Z","timestamp":1618070908000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-61244-3_16"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030612436","9783030612443"],"references-count":37,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-61244-3_16","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"27 October 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"EKAW","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Knowledge Engineering and Knowledge Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bolzano","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 September 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 September 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ekaw2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ekaw2020.inf.unibz.it\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"72","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"12","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"7","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"17% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3,31","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}