{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T13:17:13Z","timestamp":1775135833907,"version":"3.50.1"},"reference-count":70,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2025,3,13]],"date-time":"2025-03-13T00:00:00Z","timestamp":1741824000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,3,13]],"date-time":"2025-03-13T00:00:00Z","timestamp":1741824000000},"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":["Data Min Knowl Disc"],"published-print":{"date-parts":[[2025,5]]},"DOI":"10.1007\/s10618-024-01087-y","type":"journal-article","created":{"date-parts":[[2025,3,13]],"date-time":"2025-03-13T16:08:00Z","timestamp":1741882080000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Recommending the right academic programs: an interest mining approach using BERTopic"],"prefix":"10.1007","volume":"39","author":[{"given":"Alessandro","family":"Hill","sequence":"first","affiliation":[]},{"given":"Kalen","family":"Goo","sequence":"additional","affiliation":[]},{"given":"Puneet","family":"Agarwal","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,3,13]]},"reference":[{"key":"1087_CR1","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2022.102131","volume":"112","author":"A Abdelrazek","year":"2023","unstructured":"Abdelrazek A, Eid Y, Gawish E, Medhat W, Hassan A (2023) Topic modeling algorithms and applications: A survey. Inf Syst 112:102131","journal-title":"Inf Syst"},{"issue":"3","key":"1087_CR2","first-page":"166","volume":"7","author":"A Al-Badarenah","year":"2016","unstructured":"Al-Badarenah A, Alsakran J (2016) An automated recommender system for course selection. Int J Adv Comput Sci Appl 7(3):166\u2013175","journal-title":"Int J Adv Comput Sci Appl"},{"key":"1087_CR3","doi-asserted-by":"crossref","unstructured":"Alghamdi S, Alzhrani N, Algethami H (2019) Fuzzy-based recommendation system for university major selection. In: International joint conference on computational intelligence (IJCCI)","DOI":"10.5220\/0008071803170324"},{"key":"1087_CR4","unstructured":"Angelov D (2020) Top2Vec: distributed representations of topics. arXiv:2008.09470"},{"issue":"8","key":"1087_CR5","first-page":"38","volume":"4","author":"M Ayman Al Ahmar","year":"2012","unstructured":"Ayman Al Ahmar M (2012) A prototype rule-based expert system with an object-oriented database for university undergraduate major selection. Int J Appl Inf Syst 4(8):38\u201342","journal-title":"Int J Appl Inf Syst"},{"key":"1087_CR6","doi-asserted-by":"crossref","unstructured":"Bakhshinategh B, Spanakis G, Zaiane O, ElAtia S (2017) A course recommender system based on graduating attributes. In: International conference on computer supported education, 2:347\u2013354","DOI":"10.5220\/0006318803470354"},{"key":"1087_CR7","doi-asserted-by":"crossref","unstructured":"Basmatkar P, Maurya M (2022) An overview of contextual topic modeling using bidirectional encoder representations from transformers. In: Proceedings of third international conference on communication, computing and electronics systems: ICCCES 2021, pp 489\u2013504","DOI":"10.1007\/978-981-16-8862-1_32"},{"key":"1087_CR8","doi-asserted-by":"crossref","unstructured":"Bianchi F, Terragni S, Hovy D, Nozza D, Fersini E (2021) Cross-lingual contextualized topic models with zero-shot learning. arXiv:2004.07737","DOI":"10.18653\/v1\/2021.eacl-main.143"},{"issue":"1","key":"1087_CR9","doi-asserted-by":"publisher","first-page":"402","DOI":"10.1145\/1352322.1352274","volume":"40","author":"M Biggers","year":"2008","unstructured":"Biggers M, Brauer A, Yilmaz T (2008) Student perceptions of computer science: a retention study comparing graduating seniors with CS leavers. SIGCSE Bull 40(1):402\u2013406","journal-title":"SIGCSE Bull"},{"key":"1087_CR10","unstructured":"Bird S, Klein E, Loper E (2009) Natural language processing with python. O\u2019Reilly Media, Inc"},{"key":"1087_CR11","unstructured":"Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993\u20131022"},{"key":"1087_CR12","unstructured":"Bryant J (2023) How Many colleges are in the U.S.? Accessed 20 August 2024 from www.bestcolleges.com\/blog\/how-many-colleges-in-us"},{"key":"1087_CR13","unstructured":"Buber S (2022) The most regretted and most loved college majors. Accessed 20 August 2024 from www.ziprecruiter.com\/blog\/regret-free-college-majors"},{"key":"1087_CR14","unstructured":"Chen J, Dong H, Wang X, Feng F, Wang M, He X (2021) Bias and debias in recommender system: a survey and future directions. arXiv:2010.03240"},{"key":"1087_CR15","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2020.113470","volume":"142","author":"JM Conejero","year":"2021","unstructured":"Conejero JM, Preciado JC, Prieto AE, Bas M, Bol\u00f3s VJ (2021) Applying data driven decision making to rank vocational and educational training programs with topsis. Decis Support Syst 142:113470","journal-title":"Decis Support Syst"},{"key":"1087_CR16","doi-asserted-by":"crossref","unstructured":"Deldjoo Y, Jannach D, Bellogin A, Difonzo A, Zanzonelli D (2023) Fairness in recommender systems: research landscape and future directions. User Model User Adapt Interact, pp 1\u201350","DOI":"10.1007\/s11257-023-09364-z"},{"key":"1087_CR17","unstructured":"Devlin J, Chang M-W, Lee K, Toutanova K (2019) BERT: pre-training of deep bidirectional transformers for language understanding. arXiv:1810.04805"},{"key":"1087_CR18","doi-asserted-by":"crossref","unstructured":"Egger R, Yu J (2022) A topic modeling comparison between LDA, NMF, Top2Vec, and BERTopic to demystify twitter posts. Front Sociol 7","DOI":"10.3389\/fsoc.2022.886498"},{"key":"1087_CR19","doi-asserted-by":"publisher","first-page":"679","DOI":"10.1007\/978-1-0716-2197-4_18","volume-title":"Recommender systems handbook","author":"MD Ekstrand","year":"2022","unstructured":"Ekstrand MD, Das A, Burke R, Diaz F (2022) Fairness in recommender systems. In: Ricci F, Rokach L, Shapira B (eds) Recommender systems handbook. Springer, New York, NY, USA, pp 679\u2013707"},{"key":"1087_CR20","doi-asserted-by":"crossref","unstructured":"Elbadrawy A, Karypis G (2016) Domain-aware grade prediction and top-n course recommendation. In: Proceedings of the 10th ACM conference on recommender systems, pp 183\u2013190","DOI":"10.1145\/2959100.2959133"},{"issue":"6","key":"1087_CR21","doi-asserted-by":"publisher","first-page":"711","DOI":"10.1007\/s12599-021-00702-2","volume":"63","author":"P F\u00f6ll","year":"2021","unstructured":"F\u00f6ll P, Thiesse F (2021) Exploring information systems curricula: a text mining approach. Bus Inf Syst Eng 63(6):711\u2013732","journal-title":"Bus Inf Syst Eng"},{"key":"1087_CR22","unstructured":"Grootendorst M (2022) BERTopic: Neural topic modeling with a class-based TF-IDF procedure. arXiv:2203.05794"},{"issue":"2","key":"1087_CR23","doi-asserted-by":"publisher","first-page":"220","DOI":"10.1177\/2372732216655542","volume":"3","author":"JM Harackiewicz","year":"2016","unstructured":"Harackiewicz JM, Smith JL, Priniski SJ (2016) Interest matters: the importance of promoting interest in education. Policy Insights Behav Brain Sci 3(2):220\u2013227","journal-title":"Policy Insights Behav Brain Sci"},{"issue":"5","key":"1087_CR24","doi-asserted-by":"publisher","first-page":"643","DOI":"10.1057\/palgrave.ejis.3000707","volume":"16","author":"T Hatzakis","year":"2007","unstructured":"Hatzakis T, Lycett M, Serrano A (2007) A programme management approach for ensuring curriculum coherence in is (higher) education. Eur J Inf Syst 16(5):643\u2013657","journal-title":"Eur J Inf Syst"},{"key":"1087_CR25","doi-asserted-by":"crossref","unstructured":"Hofmann T (1999) Probabilistic latent semantic indexing. In: Proceedings of the 22nd annual international ACM SIGIR conference on research and development in information retrieval, pp 50\u201357","DOI":"10.1145\/312624.312649"},{"key":"1087_CR26","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1007\/978-1-4471-4555-4_12","volume-title":"Social media retrieval","author":"AJP Jeckmans","year":"2013","unstructured":"Jeckmans AJP, Beye M, Erkin Z, Hartel P, Lagendijk RL, Tang Q (2013) Privacy in recommender systems. In: Ramzan N, Zwol R, Lee J-S, Cl\u00fcver K, Hua X-S (eds) Social media retrieval. Springer, London, pp 263\u2013281"},{"key":"1087_CR27","doi-asserted-by":"crossref","unstructured":"Jing X, Tang J (2017) Guess you like: course recommendation in MOOCs. In: Proceedings of the international conference on web intelligence, pp 783\u2013789","DOI":"10.1145\/3106426.3106478"},{"issue":"11","key":"1087_CR28","first-page":"44","volume":"47","author":"F Johnson","year":"2012","unstructured":"Johnson F, Gupta SK (2012) Web content mining techniques: a survey. Int J Comput Appl 47(11):44\u201350","journal-title":"Int J Comput Appl"},{"key":"1087_CR29","unstructured":"Kenton JDM-WC, Toutanova LK (2019) BERT: pre-training of deep bidirectional transformers for language understanding. In: Proceedings of NAACL-HLT, vol 1, p 2. Minneapolis, Minnesota"},{"key":"1087_CR30","doi-asserted-by":"crossref","unstructured":"Khasanah FN, Permanasari AE, Suning Kusumawardani S (2015) Fuzzy MADM for major selection at senior high school. In: 2nd International conference on information technology, computer, and electrical engineering (ICITACEE), pp 41\u201345. IEEE","DOI":"10.1109\/ICITACEE.2015.7437767"},{"issue":"1","key":"1087_CR31","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1111\/j.1540-4609.2012.00370.x","volume":"11","author":"A Kumar","year":"2013","unstructured":"Kumar A, Kumar P (2013) An examination of factors influencing students selection of business majors using TRA framework. Decis Sci J Innov Educ 11(1):77\u2013105","journal-title":"Decis Sci J Innov Educ"},{"key":"1087_CR32","first-page":"535","volume":"13","author":"D Lee","year":"2000","unstructured":"Lee D, Seung HS (2000) Algorithms for non-negative matrix factorization. Adv Neural Inf Process Syst 13:535\u2013541","journal-title":"Adv Neural Inf Process Syst"},{"key":"1087_CR33","doi-asserted-by":"crossref","unstructured":"Lee H, Kihm J, Choo J, Stasko J, Park H (2012) iVisClustering: an interactive visual document clustering via topic modeling. In: Computer graphics forum, 31:1155\u20131164. Wiley Online Library","DOI":"10.1111\/j.1467-8659.2012.03108.x"},{"key":"1087_CR34","doi-asserted-by":"crossref","unstructured":"Li Y, Chen H, Xu S, Ge Y, Tan J, Liu S, Zhang Y (2023) Fairness in recommendation: Foundations, methods, and applications. ACM Trans Intell Syst Technol 14(5)","DOI":"10.1145\/3610302"},{"issue":"1","key":"1087_CR35","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40064-016-3252-8","volume":"5","author":"L Liu","year":"2016","unstructured":"Liu L, Tang L, Dong W, Yao S, Zhou W (2016) An overview of topic modeling and its current applications in bioinformatics. SpringerPlus 5(1):1\u201322","journal-title":"SpringerPlus"},{"key":"1087_CR36","doi-asserted-by":"publisher","DOI":"10.3389\/fcomp.2021.775368","volume":"3","author":"RK Mishra","year":"2021","unstructured":"Mishra RK, Urolagin S, Jothi JAA, Neogi AS, Nawaz N (2021) Deep learning-based sentiment analysis and topic modeling on tourism during Covid-19 pandemic. Front Comput Sci 3:775368","journal-title":"Front Comput Sci"},{"issue":"2","key":"1087_CR37","doi-asserted-by":"publisher","first-page":"21","DOI":"10.18089\/tms.2023.190202","volume":"19","author":"MR Moreno","year":"2023","unstructured":"Moreno MR, S\u00e1nchez-Franco MJ, Tienda MDlSR (2023) AExamining transaction-specific satisfaction and trust in airbnb and hotels. An application of BERTopic and zero-shot text classification. Tourism Manage Stud 19(2):21\u201337","journal-title":"Tourism Manage Stud"},{"key":"1087_CR38","unstructured":"Mueller AC (2009) Word cloud generator in python. Accessed 20 August 2024 from http:\/\/github.com\/amueller\/word_cloud"},{"key":"1087_CR39","doi-asserted-by":"crossref","unstructured":"M\u00fcller O, Junglas I, Brocke Jv, Debortoli S (2016) Utilizing big data analytics for information systems research: challenges, promises and guidelines. Eur J Inf Syst 25:289\u2013302","DOI":"10.1057\/ejis.2016.2"},{"key":"1087_CR40","unstructured":"MyMajors: list of college majors. Accessed 20 August 2024 from www.mymajors.com\/college-majors (n.d.)"},{"key":"1087_CR41","unstructured":"National Center for Education Statistics: Education Expenditures by Country. Accessed 10 November 2024 from http:\/\/nces.ed.gov\/programs\/coe\/indicator\/cmd\/education-expenditures-by-country (2023)"},{"key":"1087_CR42","doi-asserted-by":"crossref","unstructured":"Obeid C, Lahoud I, El Khoury H, Champin P-A (2018) Ontology-based recommender system in higher education. In: Companion proceedings of the web conference 2018, pp 1031\u20131034","DOI":"10.1145\/3184558.3191533"},{"issue":"2","key":"1087_CR43","doi-asserted-by":"publisher","first-page":"797","DOI":"10.3390\/app13020797","volume":"13","author":"B Ogunleye","year":"2023","unstructured":"Ogunleye B, Maswera T, Hirsch L, Gaudoin J, Brunsdon T (2023) Comparison of topic modelling approaches in the banking context. Appl Sci 13(2):797","journal-title":"Appl Sci"},{"key":"1087_CR44","doi-asserted-by":"crossref","unstructured":"Papadimitriou CH, Tamaki H, Raghavan P, Vempala S (1998) Latent semantic indexing: a probabilistic analysis. In: Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on principles of database systems, pp 159\u2013168","DOI":"10.1145\/275487.275505"},{"key":"1087_CR45","doi-asserted-by":"crossref","unstructured":"Pardos ZA, Jiang W (2020) Designing for serendipity in a university course recommendation system. In: Proceedings of the tenth international conference on learning analytics and Knowledge, pp 350\u2013359","DOI":"10.1145\/3375462.3375524"},{"key":"1087_CR46","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa F, Varoquaux G, Gramfort A, Michel V, Thirion B, Grisel O, Blondel M, Prettenhofer P, Weiss R, Dubourg V, Vanderplas J, Passos A, Cournapeau D, Brucher M, Perrot M, Duchesnay E (2011) Scikit-learn: machine learning in Python. J Mach Learn Res 12:2825\u20132830","journal-title":"J Mach Learn Res"},{"issue":"4","key":"1087_CR47","first-page":"128","volume":"3","author":"AE Permanasari","year":"2020","unstructured":"Permanasari AE, Wisaksono M, Kusumawardani SS (2020) A multi criteria decision making to support major selection of senior high school. Int J Inf Technol Electrical Eng 3(4):128\u2013132","journal-title":"Int J Inf Technol Electrical Eng"},{"key":"1087_CR48","doi-asserted-by":"publisher","first-page":"431","DOI":"10.1007\/s00778-021-00697-y","volume":"31","author":"E Pitoura","year":"2022","unstructured":"Pitoura E, Stefanidis K, Koutrika G (2022) Fairness in rankings and recommendations: an overview. VLDB J 31:431\u2013458","journal-title":"VLDB J"},{"issue":"03","key":"1087_CR49","doi-asserted-by":"publisher","first-page":"1427","DOI":"10.1109\/TKDE.2020.2992485","volume":"34","author":"J Qiang","year":"2022","unstructured":"Qiang J, Qian Z, Li Y, Yuan Y, Wu X (2022) Short text topic modeling techniques, applications, and performance: a survey. IEEE Trans Knowl Data Eng 34(03):1427\u20131445","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"1087_CR50","doi-asserted-by":"publisher","first-page":"5591","DOI":"10.1016\/j.matpr.2021.02.313","volume":"45","author":"S Rani","year":"2021","unstructured":"Rani S, Kumar M (2021) Topic modeling and its applications in materials science and engineering. Mater Today Proc 45:5591\u20135596","journal-title":"Mater Today Proc"},{"issue":"3","key":"1087_CR51","first-page":"327","volume":"89","author":"M Reisenbichler","year":"2019","unstructured":"Reisenbichler M, Reutterer T (2019) Topic modeling in marketing: recent advances and research opportunities. J Bus Econ 89(3):327\u2013356","journal-title":"J Bus Econ"},{"key":"1087_CR52","doi-asserted-by":"crossref","unstructured":"Ricci F, Rokach L, Shapira B (2022) (eds.): Recommender systems handbook, 3rd edn. Springer","DOI":"10.1007\/978-1-0716-2197-4"},{"key":"1087_CR53","unstructured":"Richardson L. Beautiful Soup Documentation. Accessed 20 August 2024 from www.crummy.com\/software\/BeautifulSoup\/bs4\/doc (n.d.)"},{"key":"1087_CR54","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2022.108522","volume":"224","author":"RL Rose","year":"2022","unstructured":"Rose RL, Puranik TG, Mavris DN, Rao AH (2022) Application of structural topic modeling to aviation safety data. Reliabil Eng Syst Safety 224:108522","journal-title":"Reliabil Eng Syst Safety"},{"issue":"7","key":"1087_CR55","doi-asserted-by":"publisher","first-page":"50","DOI":"10.5815\/ijmecs.2017.07.06","volume":"9","author":"D Sharma","year":"2017","unstructured":"Sharma D, Kumar B, Chand S (2017) A survey on journey of topic modeling techniques from SVD to deep learning. Int J Mod Educ Comput Sci 9(7):50","journal-title":"Int J Mod Educ Comput Sci"},{"key":"1087_CR56","unstructured":"Statista: College enrollment in the United States from 1965 to 2022 and projections up to 2031 for public and private colleges (in millions). Accessed 10 November 2024 from www.statista.com\/statistics\/183995\/us-college-enrollment-and-projections-in-public-and-private-institutions (2023)"},{"key":"1087_CR57","unstructured":"Statista: expenditure on higher education as a share of GDP in selected countries worldwide in 2020, by source of funding. Accessed 20 August 2024 from www.statista.com\/statistics\/707557\/higher-education-spending-share-gdp (2023)"},{"key":"1087_CR58","doi-asserted-by":"crossref","unstructured":"Stein SA, M. Weiss G, Chen Y, Leeds DD (2020) A college major recommendation system. In: Proceedings of the 14th ACM conference on recommender systems. RecSys \u201920, pp. 640\u2013644. Association for Computing Machinery, New York, NY, USA","DOI":"10.1145\/3383313.3418488"},{"key":"1087_CR59","unstructured":"Stolzenberg EB, Eagan MK, Aragon MC, Cesar-Davis NM, Jacobo S, Couch V, Rios-Aguilar C (2019) The American freshman: National norms fall 2019. Higher Education Research Institute, UCLA"},{"key":"1087_CR60","unstructured":"Tan A-H (1999) Text mining: the state of the art and the challenges. In: Proceedings of the PAKDD 1999 workshop on knowledge disocovery from advanced databases 8:65\u201370"},{"issue":"1","key":"1087_CR61","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1111\/deci.12614","volume":"55","author":"CS Tang","year":"2024","unstructured":"Tang CS (2024) Diversity, equity, and inclusion: decision science research opportunities. Decis Sci 55(1):7\u201316","journal-title":"Decis Sci"},{"key":"1087_CR62","doi-asserted-by":"crossref","unstructured":"Tintarev N, Masthoff J (2015) Explaining recommendations: Design and evaluation. In: Recommender systems handbook, pp 353\u2013382. Springer, Boston, MA, USA","DOI":"10.1007\/978-1-4899-7637-6_10"},{"key":"1087_CR63","doi-asserted-by":"publisher","first-page":"591","DOI":"10.1007\/s11257-020-09281-5","volume":"31","author":"C-H Tsai","year":"2020","unstructured":"Tsai C-H, Brusilovsky P (2020) The effects of controllability and explainability in a social recommender system. User Model User Adapt Interact 31:591\u2013627","journal-title":"User Model User Adapt Interact"},{"issue":"1","key":"1087_CR64","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1038\/s41746-023-00862-3","volume":"6","author":"M Uncovska","year":"2023","unstructured":"Uncovska M, Freitag B, Meister S, Fehring L (2023) Rating analysis and BERTopic modeling of consumer versus regulated mHealth app reviews in Germany. NPJ Digital Med 6(1):115","journal-title":"NPJ Digital Med"},{"key":"1087_CR65","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2020.101582","volume":"94","author":"I Vayansky","year":"2020","unstructured":"Vayansky I, Kumar SA (2020) A review of topic modeling methods. Inf Syst 94:101582","journal-title":"Inf Syst"},{"key":"1087_CR66","unstructured":"Wang S, Zhang X, Wang Y, Liu H, Ricci F (2023) Trustworthy recommender systems. arXiv:2208.06265"},{"key":"1087_CR67","unstructured":"Welding L (2024) More than half of college students experience doubt about their choice of major. Accessed 10 November 2024 from www.bestcolleges.com\/research\/college-students-doubt-major-choice-survey"},{"key":"1087_CR68","doi-asserted-by":"crossref","unstructured":"Wolf T, Debut L, Sanh V, Chaumond J, Delangue C, Moi A, Cistac P, Rault T, Louf R, Funtowicz M, et al. (2020) Transformers: state-of-the-art natural language processing. In: Proceedings of the 2020 conference on empirical methods in natural language processing: system demonstrations, pp 38\u201345","DOI":"10.18653\/v1\/2020.emnlp-demos.6"},{"issue":"24","key":"1087_CR69","doi-asserted-by":"publisher","first-page":"12525","DOI":"10.3390\/app122412525","volume":"12","author":"Y Zayed","year":"2022","unstructured":"Zayed Y, Salman Y, Hasasneh A (2022) A recommendation system for selecting the appropriate undergraduate program at higher education institutions using graduate student data. Appl Sci 12(24):12525","journal-title":"Appl Sci"},{"key":"1087_CR70","doi-asserted-by":"crossref","unstructured":"Zhao H, Phung D, Huynh V, Jin Y, Du L, Buntine W (2021) Topic modelling meets deep neural networks: a survey. arXiv:2103.00498","DOI":"10.24963\/ijcai.2021\/638"}],"container-title":["Data Mining and Knowledge Discovery"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10618-024-01087-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10618-024-01087-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10618-024-01087-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,26]],"date-time":"2025-04-26T01:35:56Z","timestamp":1745631356000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10618-024-01087-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,13]]},"references-count":70,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2025,5]]}},"alternative-id":["1087"],"URL":"https:\/\/doi.org\/10.1007\/s10618-024-01087-y","relation":{},"ISSN":["1384-5810","1573-756X"],"issn-type":[{"value":"1384-5810","type":"print"},{"value":"1573-756X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,3,13]]},"assertion":[{"value":"6 February 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 December 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 March 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no Conflict of interest to declare that are relevant to the content of this article.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"20"}}