{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,3]],"date-time":"2025-06-03T09:40:10Z","timestamp":1748943610780,"version":"3.41.0"},"publisher-location":"Cham","reference-count":31,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031938634","type":"print"},{"value":"9783031938641","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[[2025]]},"DOI":"10.1007\/978-3-031-93864-1_6","type":"book-chapter","created":{"date-parts":[[2025,6,3]],"date-time":"2025-06-03T09:14:30Z","timestamp":1748942070000},"page":"70-85","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Bridging AI and Academia: Assessing User Reception of LLM-Powered Recommendation Systems"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-3327-1955","authenticated-orcid":false,"given":"Yannik","family":"Langer","sequence":"first","affiliation":[]},{"given":"Mansooreh","family":"Jamali","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0009-0000-6004-6789","authenticated-orcid":false,"given":"Mahsa","family":"Fischer","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,6,4]]},"reference":[{"issue":"3","key":"6_CR1","doi-asserted-by":"publisher","first-page":"304","DOI":"10.1108\/JSIT-01-2019-0019","volume":"21","author":"AO Afolabi","year":"2019","unstructured":"Afolabi, A.O., Toivanen, P.: Improving the design of a recommendation system using evaluation criteria and metrics as a guide. J. Syst. Inf. Technol. 21(3), 304\u2013324 (2019). https:\/\/doi.org\/10.1108\/JSIT-01-2019-0019","journal-title":"J. Syst. Inf. Technol."},{"issue":"1","key":"6_CR2","doi-asserted-by":"publisher","first-page":"e59258","DOI":"10.2196\/59258","volume":"12","author":"SH Akyon","year":"2024","unstructured":"Akyon, S.H., et al.: Evaluating the capabilities of generative AI tools in understanding medical papers: qualitative study. JMIR Med. Inf. 12(1), e59258 (2024). https:\/\/doi.org\/10.2196\/59258","journal-title":"JMIR Med. Inf."},{"key":"6_CR3","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2024.102427","volume":"125","author":"TF Boka","year":"2024","unstructured":"Boka, T.F., et al.: A survey of sequential recommendation systems: Techniques, evaluation, and future directions. Inf. Syst. 125, 102427 (2024). https:\/\/doi.org\/10.1016\/j.is.2024.102427","journal-title":"Inf. Syst."},{"key":"6_CR4","doi-asserted-by":"publisher","unstructured":"Cruzes, D., Dyb\u00e5, T.: Recommended Steps for Thematic Synthesis in Software Engineering. (2011). https:\/\/doi.org\/10.1109\/ESEM.2011.36","DOI":"10.1109\/ESEM.2011.36"},{"key":"6_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/ACET61898.2024.10730088","volume-title":"2024 1st International Conference on Advanced Computing and Emerging Technologies (ACET)","author":"S Dhawan","year":"2024","unstructured":"Dhawan, S., et al.: Recommendation system evaluation with various similarity metrics. In: 2024 1st International Conference on Advanced Computing and Emerging Technologies (ACET), pp. 1\u20136 (2024). https:\/\/doi.org\/10.1109\/ACET61898.2024.10730088"},{"key":"6_CR6","doi-asserted-by":"publisher","DOI":"10.2196\/54369","volume":"11","author":"Z Elyoseph","year":"2024","unstructured":"Elyoseph, Z., et al.: Capacity of generative AI to interpret human emotions from visual and textual data: pilot evaluation study. JMIR Ment Health. 11, e54369 (2024). https:\/\/doi.org\/10.2196\/54369","journal-title":"JMIR Ment Health."},{"key":"6_CR7","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijme.2024.101081","volume":"22, 3","author":"I Fischer","year":"2024","unstructured":"Fischer, I., et al.: Making sense of generative AI for assessments: contrasting student claims and assessor evaluations. Int. J. Manag. Educ. 22, 3, 101081 (2024). https:\/\/doi.org\/10.1016\/j.ijme.2024.101081","journal-title":"Int. J. Manag. Educ."},{"key":"6_CR8","unstructured":"Heilbronn University of Applied Sciences: Idealize. https:\/\/www.hs-heilbronn.de\/en\/idealize-12f73ca0754864df. Accessed 14 Jan 2025"},{"key":"6_CR9","doi-asserted-by":"publisher","first-page":"1837","DOI":"10.3390\/app9091837","volume":"9, 9","author":"L-S Huang","year":"2019","unstructured":"Huang, L.-S., et al.: A context aware smart classroom architecture for smart campuses. Appl. Sci. 9, 9, 1837 (2019). https:\/\/doi.org\/10.3390\/app9091837","journal-title":"Appl. Sci."},{"issue":"1","key":"6_CR10","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1108\/IJWIS-12-2016-0073","volume":"13","author":"Y Ishida","year":"2017","unstructured":"Ishida, Y., et al.: Design and evaluation of a movie recommendation system showing a review for evoking interested. Int. J. Web Inform. Syst. 13(1), 72\u201384 (2017). https:\/\/doi.org\/10.1108\/IJWIS-12-2016-0073","journal-title":"Int. J. Web Inform. Syst."},{"issue":"3","key":"6_CR11","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1016\/j.eij.2015.06.005","volume":"16","author":"FO Isinkaye","year":"2015","unstructured":"Isinkaye, F.O., et al.: Recommendation systems: principles, methods and evaluation. Egypt. Inform. J. 16(3), 261\u2013273 (2015). https:\/\/doi.org\/10.1016\/j.eij.2015.06.005","journal-title":"Egypt. Inform. J."},{"key":"6_CR12","doi-asserted-by":"publisher","first-page":"1834","DOI":"10.1016\/j.procs.2023.01.161","volume":"218","author":"G Jain","year":"2023","unstructured":"Jain, G., et al.: Performance evaluation of time-based recommendation system in collaborative filtering technique. Proc. Comp. Sci. 218, 1834\u20131844 (2023). https:\/\/doi.org\/10.1016\/j.procs.2023.01.161","journal-title":"Proc. Comp. Sci."},{"key":"6_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/ICISC.2017.8068649","volume-title":"2017 International Conference on Inventive Systems and Control (ICISC)","author":"KC Jena","year":"2017","unstructured":"Jena, K.C., et al.: Principles, techniques and evaluation of recommendation systems. In: 2017 International Conference on Inventive Systems and Control (ICISC), pp. 1\u20136 (2017). https:\/\/doi.org\/10.1109\/ICISC.2017.8068649"},{"key":"6_CR14","volume-title":"Presented at the 16th International Conference on Computer Supported Education January 23","author":"ES Junior","year":"2025","unstructured":"Junior, E.S., et al.: Optimizing academic pairings in smart campuses: a recommendation system for academic communities. In: Presented at the 16th International Conference on Computer Supported Education January 23 (2025)"},{"issue":"10","key":"6_CR15","doi-asserted-by":"publisher","first-page":"260","DOI":"10.1007\/s10462-024-10888-y","volume":"57","author":"P Kumar","year":"2024","unstructured":"Kumar, P.: Large language models (LLMs): survey, technical frameworks, and future challenges. Artif. Intell. Rev. 57(10), 260 (2024). https:\/\/doi.org\/10.1007\/s10462-024-10888-y","journal-title":"Artif. Intell. Rev."},{"key":"6_CR16","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1109\/CBASE57816.2022.00049","volume-title":"2022 International Conference on Cloud Computing, Big Data Applications and Software Engineering (CBASE)","author":"H Liu","year":"2022","unstructured":"Liu, H.: Implementation and effectiveness evaluation of four common algorithms of recommendation systems\u2014user collaboration filter, item-based collaborative filtering, matrix factorization and neural collaborative filtering. In: 2022 International Conference on Cloud Computing, Big Data Applications and Software Engineering (CBASE), pp. 224\u2013227 (2022). https:\/\/doi.org\/10.1109\/CBASE57816.2022.00049"},{"key":"6_CR17","doi-asserted-by":"publisher","first-page":"518","DOI":"10.1109\/ICALT.2014.152","volume-title":"2014 IEEE 14th International Conference on Advanced Learning Technologies","author":"N Manouselis","year":"2014","unstructured":"Manouselis, N., et al.: Layered evaluation for data discovery and recommendation systems: an initial set of principles. In: 2014 IEEE 14th International Conference on Advanced Learning Technologies, pp. 518\u2013519 (2014). https:\/\/doi.org\/10.1109\/ICALT.2014.152"},{"key":"6_CR18","doi-asserted-by":"publisher","first-page":"601","DOI":"10.1007\/978-3-531-92052-8_42","volume-title":"Handbuch Qualitative Forschung in der Psychologie","author":"P Mayring","year":"2010","unstructured":"Mayring, P.: Qualitative Inhaltsanalyse. In: Mey, G., Mruck, K. (eds.) Handbuch Qualitative Forschung in der Psychologie, pp. 601\u2013613. VS Verlag f\u00fcr Sozialwissenschaften, Wiesbaden (2010). https:\/\/doi.org\/10.1007\/978-3-531-92052-8_42"},{"key":"6_CR19","volume-title":"Qualitative Inhaltsanalyse: Grundlagen und Techniken","author":"P Mayring","year":"2015","unstructured":"Mayring, P.: Qualitative Inhaltsanalyse: Grundlagen und Techniken. Beltz, Weinheim, Basel (2015)"},{"key":"6_CR20","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1109\/ICBIR54589.2022.9786506","volume-title":"2022 7th International Conference on Business and Industrial Research (ICBIR)","author":"DF Murad","year":"2022","unstructured":"Murad, D.F., et al.: Evaluation of hybrid collaborative filtering approach with context-sensitive recommendation system. In: 2022 7th International Conference on Business and Industrial Research (ICBIR), pp. 7\u201312 (2022). https:\/\/doi.org\/10.1109\/ICBIR54589.2022.9786506"},{"issue":"1","key":"6_CR21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10586-023-04203-7","volume":"27","author":"D Myers","year":"2024","unstructured":"Myers, D., et al.: Foundation and large language models: fundamentals, challenges, opportunities, and social impacts. Clust. Comput. 27(1), 1\u201326 (2024). https:\/\/doi.org\/10.1007\/s10586-023-04203-7","journal-title":"Clust. Comput."},{"key":"6_CR22","unstructured":"OpenAI: GPT-4 Turbo in the OpenAI API | OpenAI Help Center. https:\/\/help.openai.com\/en\/articles\/8555510-gpt-4-turbo-in-the-openai-api. Accessed 23 Jan 2025"},{"key":"6_CR23","doi-asserted-by":"publisher","first-page":"597","DOI":"10.1109\/CSIT56902.2022.10000782","volume-title":"2022 IEEE 17th International Conference on Computer Sciences and Information Technologies (CSIT)","author":"D Pastukhov","year":"2022","unstructured":"Pastukhov, D., et al.: Offline evaluation of the serendipity in recommendation systems. In: 2022 IEEE 17th International Conference on Computer Sciences and Information Technologies (CSIT), pp. 597\u2013601 (2022). https:\/\/doi.org\/10.1109\/CSIT56902.2022.10000782"},{"key":"6_CR24","doi-asserted-by":"publisher","unstructured":"Rejeleene, R. et al.: Towards trustable language models: investigating information quality of large language models. http:\/\/arxiv.org\/abs\/2401.13086 (2024). https:\/\/doi.org\/10.48550\/arXiv.2401.13086","DOI":"10.48550\/arXiv.2401.13086"},{"key":"6_CR25","doi-asserted-by":"publisher","first-page":"525","DOI":"10.1109\/IC3.2014.6897228","volume-title":"2014 Seventh International Conference on Contemporary Computing (IC3)","author":"SS Sohail","year":"2014","unstructured":"Sohail, S.S., et al.: User feedback scoring and evaluation of a product recommendation system. In: 2014 Seventh International Conference on Contemporary Computing (IC3), pp. 525\u2013530 (2014). https:\/\/doi.org\/10.1109\/IC3.2014.6897228"},{"key":"6_CR26","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1109\/InCIT63192.2024.10810647","volume-title":"2024 8th International Conference on Information Technology (InCIT)","author":"N Suchonwanich","year":"2024","unstructured":"Suchonwanich, N., et al.: Enhancing personalized financial advisory application with generative AI and chatbot: a usability study. In: 2024 8th International Conference on Information Technology (InCIT), pp. 97\u2013102 (2024). https:\/\/doi.org\/10.1109\/InCIT63192.2024.10810647"},{"key":"6_CR27","doi-asserted-by":"publisher","unstructured":"Wang, Q. et al.: Towards next-generation LLM-based recommender systems: a survey and beyond. http:\/\/arxiv.org\/abs\/2410.19744 (2024). https:\/\/doi.org\/10.48550\/arXiv.2410.19744","DOI":"10.48550\/arXiv.2410.19744"},{"key":"6_CR28","first-page":"xiii\u2013xxiii","volume":"26, 2","author":"J Webster","year":"2002","unstructured":"Webster, J., Watson, R.T.: Analyzing the past to prepare for the future: writing a literature review. MIS Q. 26, 2, xiii\u2013xxiii (2002)","journal-title":"MIS Q."},{"issue":"5","key":"6_CR29","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1007\/s11280-024-01291-2","volume":"27","author":"L Wu","year":"2024","unstructured":"Wu, L., et al.: A survey on large language models for recommendation. World Wide Web. 27(5), 60 (2024). https:\/\/doi.org\/10.1007\/s11280-024-01291-2","journal-title":"World Wide Web."},{"key":"6_CR30","doi-asserted-by":"publisher","unstructured":"Yongxian, W. et al.: Design of evaluation and recommendation system for high school physics learning based on knowledge graph. In: 2020 International Conference on Modern Education and Information Management (ICMEIM). pp. 824\u2013827 (2020). https:\/\/doi.org\/10.1109\/ICMEIM51375.2020.00183","DOI":"10.1109\/ICMEIM51375.2020.00183"},{"key":"6_CR31","doi-asserted-by":"publisher","unstructured":"Zhao, Z. et al.: Recommender systems in the era of large language models (LLMs). http:\/\/arxiv.org\/abs\/2307.02046 (2024). https:\/\/doi.org\/10.48550\/arXiv.2307.02046","DOI":"10.48550\/arXiv.2307.02046"}],"container-title":["Lecture Notes in Computer Science","Human-Computer Interaction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-93864-1_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,3]],"date-time":"2025-06-03T09:14:36Z","timestamp":1748942076000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-93864-1_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031938634","9783031938641"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-93864-1_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"4 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"HCII","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Human-Computer Interaction","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Gothenburg","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Sweden","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 June 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"hcii2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/2025.hci.international\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}