{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T06:57:14Z","timestamp":1781161034385,"version":"3.54.1"},"publisher-location":"Singapore","reference-count":30,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819200672","type":"print"},{"value":"9789819200689","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-981-92-0068-9_25","type":"book-chapter","created":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T06:08:40Z","timestamp":1781158120000},"page":"370-384","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Use-Case Driven Decision Model for CRIS Users: Integrating Data Fabric, Data Mesh, Knowledge Graphs, and AI for Informed Research Management"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5225-389X","authenticated-orcid":false,"given":"Otmane","family":"Azeroual","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,6,1]]},"reference":[{"key":"25_CR1","doi-asserted-by":"publisher","first-page":"40","DOI":"10.5539\/cis.v12n4p40","volume":"12","author":"O Azeroual","year":"2019","unstructured":"Azeroual, O., Sch\u00f6pfel, J.: Research intelligence (CRIS) and the cloud: a review. Comput. Inf. Sci. 12, 40\u201355 (2019). https:\/\/doi.org\/10.5539\/cis.v12n4p40","journal-title":"Comput. Inf. Sci."},{"key":"25_CR2","unstructured":"De Castro, P., Puuska, H.M.: Research Information Management Systems: covering the whole research lifecycle. EUNIS (2023). https:\/\/dspacecris.eurocris.org\/handle\/11366\/2471"},{"issue":"4","key":"25_CR3","doi-asserted-by":"publisher","first-page":"51","DOI":"10.3390\/publications13040051","volume":"13","author":"JF Angulo-Osorio","year":"2025","unstructured":"Angulo-Osorio, J.F., Valdivia-Portugal, C.D., Rosas-Paredes, K.: Enhancing research visibility: a comparative study on the implementation of CRIS systems at universidad Cat\u00f3lica de Santa Mar\u00eda and Its contrast with other universities. Publications 13(4), 51 (2025). https:\/\/doi.org\/10.3390\/publications13040051","journal-title":"Publications"},{"key":"25_CR4","unstructured":"Azeroual, O., Saake, G., Abuosba, M., Sch\u00f6pfel, J.: Text data mining and data quality management for research information systems in the context of open data and open science. arXiv. Preprint posted online on December, 11 (2018). https:\/\/arxiv.org\/abs\/1812.04298"},{"key":"25_CR5","doi-asserted-by":"publisher","unstructured":"Azeroual, O., Ershadi, M.J., Azizi, A., Banihashemi, M., Abadi, R.E.: Data quality strategy selection in CRIS: using a hybrid method of SWOT and BWM. Informatica 45(1) (2021) https:\/\/doi.org\/10.31449\/inf.v45i1.2995","DOI":"10.31449\/inf.v45i1.2995"},{"issue":"1","key":"25_CR6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11192-015-1788-y","volume":"106","author":"TN van Leeuwen","year":"2021","unstructured":"van Leeuwen, T.N., Van Wijk, E., Wouters, P.F.: Bibliometric analysis of output and impact based on CRIS data: a case study on the registered output of a Dutch university. Scientometrics 106(1), 1\u201316 (2021). https:\/\/doi.org\/10.1007\/s11192-015-1788-y","journal-title":"Scientometrics"},{"key":"25_CR7","unstructured":"Azeroual, O., Koltay, T.: Research information in the light of artificial intelligence: quality and data ecologies. arXiv preprint arXiv:2405.12997 (2024) https:\/\/arxiv.org\/abs\/2405.12997"},{"issue":"4","key":"25_CR8","doi-asserted-by":"publisher","first-page":"51","DOI":"10.3390\/publications8040051","volume":"8","author":"J Sch\u00f6pfel","year":"2020","unstructured":"Sch\u00f6pfel, J., Azeroual, O., Jungbauer-Gans, M.: Research ethics, open science and CRIS. Publications 8(4), 51 (2020). https:\/\/doi.org\/10.3390\/publications8040051","journal-title":"Publications"},{"key":"25_CR9","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1016\/j.procs.2024.11.058","volume":"249","author":"O Azeroual","year":"2024","unstructured":"Azeroual, O., Sch\u00f6pfel, J., St\u00f6rl, U., Maru\u0161i\u0107, A.: Ethical aspects using AI in CRIS. Procedia Comput. Sci. 249, 150\u2013159 (2024). https:\/\/doi.org\/10.1016\/j.procs.2024.11.058","journal-title":"Procedia Comput. Sci."},{"key":"25_CR10","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1016\/j.procs.2024.11.056","volume":"249","author":"S Hartmann","year":"2024","unstructured":"Hartmann, S., Niederlechner, D.: Leveraging AI for current research information systems: opportunities and challenges. Procedia Comput. Sci. 249, 120\u2013130 (2024). https:\/\/doi.org\/10.1016\/j.procs.2024.11.056","journal-title":"Procedia Comput. Sci."},{"key":"25_CR11","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.procs.2014.06.007","volume":"33","author":"P De Castro","year":"2014","unstructured":"De Castro, P., Shearer, K., Summann, F.: The gradual merging of repository and CRIS solutions to meet institutional research information management requirements. Procedia Comput. Sci. 33, 39\u201346 (2014). https:\/\/doi.org\/10.1016\/j.procs.2014.06.007","journal-title":"Procedia Comput. Sci."},{"key":"25_CR12","doi-asserted-by":"publisher","first-page":"335","DOI":"10.1016\/j.procs.2017.03.033","volume":"106","author":"S Vancauwenbergh","year":"2017","unstructured":"Vancauwenbergh, S.: Governance of research information and classifications, key assets to interoperability of CRIS systems in inter-organizational contexts. Procedia Comput. Sci. 106, 335\u2013342 (2017). https:\/\/doi.org\/10.1016\/j.procs.2017.03.033","journal-title":"Procedia Comput. Sci."},{"key":"25_CR13","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1016\/j.procs.2022.10.190","volume":"211","author":"C Farinelli","year":"2022","unstructured":"Farinelli, C., Zigoni, A.: Extending the value of a CRIS with research data management. Procedia Comput. Sci. 211, 187\u2013195 (2022). https:\/\/doi.org\/10.1016\/j.procs.2022.10.190","journal-title":"Procedia Comput. Sci."},{"key":"25_CR14","doi-asserted-by":"publisher","unstructured":"Zendulkov\u00e1, D., Azeroual, O., Krivjansk\u00e1, A.: From data silos to FAIR research: interoperability and integration in european CRIS. In: Digitalization and Management Innovation IV, pp. 228\u2013240. IOS Press (2025). https:\/\/doi.org\/10.3233\/FAIA250723","DOI":"10.3233\/FAIA250723"},{"key":"25_CR15","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1016\/j.procs.2024.11.057","volume":"249","author":"A Guillaumet","year":"2024","unstructured":"Guillaumet, A.: The power of generative AI for CRIS systems: a new paradigm for scientific information management. Procedia Comput. Sci. 249, 131\u2013149 (2024). https:\/\/doi.org\/10.1016\/j.procs.2024.11.057","journal-title":"Procedia Comput. Sci."},{"key":"25_CR16","unstructured":"Sch\u00f6pfel, J., Azeroual, O.: Smarter Research: Integrating AI into CRIS Systems. Second online meeting of the AI4CRIS Working Group (2025) https:\/\/dspacecris.eurocris.org\/handle\/11366\/2723"},{"key":"25_CR17","doi-asserted-by":"publisher","unstructured":"Azeroual, O., Nacheva, R., Nikiforova, A., St\u00f6rl, U.: A CRISP-DM and predictive analytics framework for enhanced decision-making in research information management systems. Informatica 49(18) (2025). https:\/\/doi.org\/10.31449\/inf.v49i18.5613","DOI":"10.31449\/inf.v49i18.5613"},{"key":"25_CR18","unstructured":"Sch\u00f6pfel, J., De Castro, P.: Current research information systems (CRIS): Challenges and Opportunities. La collection num\u00e9rique n 32, 28\u201329 (2024). https:\/\/dspacecris.eurocris.org\/handle\/11366\/2610"},{"key":"25_CR19","doi-asserted-by":"publisher","unstructured":"Azeroual, O., St\u00f6rl, U.: A decision model for IT-supported research management based on cutting-edge data science technologies. In: World Conference on Information Systems for Business Management, pp. 315\u2013330. Singapore: Springer Nature Singapore (2025). https:\/\/doi.org\/10.1007\/978-981-96-1206-2_25","DOI":"10.1007\/978-981-96-1206-2_25"},{"key":"25_CR20","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1016\/j.procs.2024.11.072","volume":"249","author":"R Fabre","year":"2024","unstructured":"Fabre, R., Azeroual, O.: Knowledge graphs\u2013the future of integration in CRIS systems for uses of assistance to scientific reasoning. Procedia Comput. Sci. 249, 264\u2013279 (2024). https:\/\/doi.org\/10.1016\/j.procs.2024.11.072","journal-title":"Procedia Comput. Sci."},{"issue":"5","key":"25_CR21","doi-asserted-by":"publisher","first-page":"643","DOI":"10.1007\/s12599-024-00876-5","volume":"66","author":"I Blohm","year":"2024","unstructured":"Blohm, I., Wortmann, F., Legner, C., K\u00f6bler, F.: Data products, data mesh, and data fabric: new paradigm (s) for data and analytics? Bus. Inf. Syst. Eng. 66(5), 643\u2013652 (2024). https:\/\/doi.org\/10.1007\/s12599-024-00876-5","journal-title":"Bus. Inf. Syst. Eng."},{"key":"25_CR22","doi-asserted-by":"publisher","unstructured":"Azeroual, O., Fabre, R., St\u00f6rl, U.: Revolutionary synergy: the fusion of data mesh and data fabric for strategy analytics in GRAPHYP knowledge graph. In: International Joint Conference on Knowledge Discovery, Knowledge Engineering, and Knowledge Management, pp. 277\u2013295. Cham: Springer Nature Switzerland (2023). https:\/\/doi.org\/10.1007\/978-3-031-87569-4_13","DOI":"10.1007\/978-3-031-87569-4_13"},{"issue":"6","key":"25_CR23","doi-asserted-by":"publisher","first-page":"190","DOI":"10.3390\/fi15060190","volume":"15","author":"O Azeroual","year":"2023","unstructured":"Azeroual, O., Fabre, R., St\u00f6rl, U., Qi, R.: Elastic stack and GRAPHYP knowledge graph of web usage: a win\u2013win workflow for semantic interoperability in decision making. Future Internet 15(6), 190 (2023). https:\/\/doi.org\/10.3390\/fi15060190","journal-title":"Future Internet"},{"key":"25_CR24","doi-asserted-by":"crossref","unstructured":"de Guinea, A.O., Demazure, T.: Machine learning in information systems research: current and future applications, development, and challenges. In: The Routledge Companion to Management Information Systems, pp. 334\u2013354. Routledge (2025)","DOI":"10.4324\/9781032690483-29"},{"key":"25_CR25","doi-asserted-by":"publisher","unstructured":"Bagheri, F., Buscaldi, D., Reforgiato Recupero, D.: Leveraging knowledge graphs and LLMs for content-based reviewer assignment. J. Intell. Inf. Syst. 1\u201329 (2025). https:\/\/doi.org\/10.1007\/s10844-025-01004-9","DOI":"10.1007\/s10844-025-01004-9"},{"key":"25_CR26","doi-asserted-by":"publisher","unstructured":"Azeroual, O.: Streamlining research information management with large language models: automation, analysis, and user-centric solutions. In: Proceedings of the 10th International Conference on Big Data Analytics (ICBDA2025), Nanyang Technological University, Singapore, pp. 281\u2013287, IEEE (2025). https:\/\/doi.org\/10.1109\/ICBDA65366.2025.11211236","DOI":"10.1109\/ICBDA65366.2025.11211236"},{"key":"25_CR27","doi-asserted-by":"publisher","unstructured":"Uddin, M.Z.: Trustworthy AI and explainability. In: Trustworthy Multimodal Intelligent Systems for Independent Living, pp. 111\u2013137. Cham: Springer Nature Switzerland (2025) https:\/\/doi.org\/10.1007\/978-3-031-97359-8_4","DOI":"10.1007\/978-3-031-97359-8_4"},{"key":"25_CR28","doi-asserted-by":"publisher","unstructured":"Azeroual, O.: Beyond black boxes: adaptive XAI for dynamic data pipelines. In: Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - (Volume 2), pp. 428\u2013437 (2025). https:\/\/doi.org\/10.5220\/0013736100004000","DOI":"10.5220\/0013736100004000"},{"key":"25_CR29","doi-asserted-by":"publisher","unstructured":"Azeroual, O.: AI4Knowledge: shaping the future of research data systems. In: International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA), pp. 1\u20137. IEEE (2025). https:\/\/doi.org\/10.1109\/ACDSA65407.2025.11166485","DOI":"10.1109\/ACDSA65407.2025.11166485"},{"key":"25_CR30","unstructured":"Azeroual, O.: AI-CRIS Knowledge Hub: Driving Innovation in Research Information. Strategic Membership Meeting 2025 \u2013 Autumn (\u0130zmir) (2025). https:\/\/dspacecris.eurocris.org\/handle\/11366\/2794"}],"container-title":["Communications in Computer and Information Science","Recent Challenges in Intelligent information and Database Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-0068-9_25","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T06:08:44Z","timestamp":1781158124000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-0068-9_25"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9789819200672","9789819200689"],"references-count":30,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-0068-9_25","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"1 June 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ACIIDS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Asian Conference on Intelligent Information and Database Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kaohsiung","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Taiwan","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 April 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 April 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aciids2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/aciids.pwr.edu.pl\/2026\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}