The DOI matches its Crossref record; 45 of the 48 references it cites were found in a registry or an index.
Effects of artificial intelligence-enabled personalized recommendations on learners’ learning engagement, motivation, and outcomes in a flipped classroom
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“AI-enabled recommendation agents can facilitate content personalization in videos to increase engagement and improve learning outcomes [153].”
From Leveraging AI in E-Learning: Personalized Learning and Adaptive Assessment through Cognitive Neuropsychology—A Systematic Analysis (2024) · cites this paper as [153]
In the citing paper
“The integration of biofeedback mechanisms, which track and react to the physiological states of the learners, will enable personalized instruction strategies and improve their engagement and performance [153].”
From Leveraging AI in E-Learning: Personalized Learning and Adaptive Assessment through Cognitive Neuropsychology—A Systematic Analysis (2024) · cites this paper as [153]
In the citing paper
“The integration of chatbots to eliminate learning anxiety has shown significant promise in most studies ([28,46,47]).”
In the citing paper
“These studies revealed that AI-based conversational chatbots significantly improved EFL learners’ engagement.”
Citations
Cites
Intrinsic and Extrinsic Motivations: Classic Definitions and New Directions
Ryan, R. M., & Deci, E. L. (2000) · Contemporary Educational Psychology · doi:10.1006/ceps.1999.1020 · Cited by 18,666
Adomavičius, G., & Tuzhilin, A. (2005) · IEEE Transactions on Knowledge and Data Engineering · doi:10.1109/tkde.2005.99 · Cited by 10,347
Content-Based Recommendation Systems
Pazzani, M. J., & Billsus, D. (2007) · Lecture Notes in Computer Science · doi:10.1007/978-3-540-72079-9_10 · Cited by 2,600
Sperling, A. P. (1982) · Elsevier eBooks · doi:10.1016/b978-0-434-98528-9.50018-9 · Cited by 1,568
Vision, challenges, roles and research issues of Artificial Intelligence in Education
Hwang, G.-J., Xie, H., Wah, B. W., & Gašević, D. (2020) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2020.100001 · Cited by 1,435
Recommendation systems: Principles, methods and evaluation
Isinkaye, F. O., Folajimi, Y. O., & Ojokoh, B. A. (2015) · Egyptian Informatics Journal · doi:10.1016/j.eij.2015.06.005 · Cited by 1,328
Mining LMS data to develop an “early warning system” for educators: A proof of concept
Macfadyen, L. P., & Dawson, S. (2010) · Computers & Education · doi:10.1016/j.compedu.2009.09.008 · Cited by 1,045
Measuring student engagement in technology-mediated learning: A review
Henrie, C. R., Halverson, L. R., & Graham, C. R. (2015) · Computers & Education · doi:10.1016/j.compedu.2015.09.005 · Cited by 1,010
Hwang, G., & Chang, H.-F. (2010) · Computers & Education · doi:10.1016/j.compedu.2010.12.002 · Cited by 842
Intelligent tutoring systems and learning outcomes: A meta-analysis
Ma, W., Adesope, O. O., Nesbit, J. C., & Liu, Q. (2014) · Journal of Educational Psychology · doi:10.1037/a0037123 · Cited by 840
Flagged first, then by citations
3 of the 48 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Huang, 2016, Effects of situated mobile learning approach on learning motivation and performance of EFL students, Journal of Educational Technology & Society, 19, 263
Cited by
Sorted by citations
Items 501–600 of 721
Yapay Zeka ile Eğitimde Dönüşüm: Fırsatlar, Zorluklar ve Yeni Dinamikler
Özdere, M. (2024) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub590.c2455
Güncel Eğitim Yönetimi Uygulamaları
Erdemir, B., Özdere, M., Karaman, H. S., Maya, İ., Yılmaz, Z., Kılçık, F., Serin, H., Dörterler, S. Ö., Uslu, S., Gezmen, R., et al. (2024) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub590
Mutlu, A. (2024) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub590.c2460
Yılmaz, Z., Kılçık, F., & Serin, H. (2024) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub590.c2457
Yazıcı, S. Ç., & Kaya, G. (2024) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub590.c2603
Sosyal Bilgiler Öğretmen Adaylarının Coğrafi İşaretli Ürünleri Satın Almaya Yönelik Tutumları
Uslu, S., Gezmen, R., & Özalp, A. (2024) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub590.c2459
Erken Çocukluk Eğitiminde Yönetim
Dörterler, S. Ö. (2024) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub590.c2458
Research on Learning Outcomes Prediction in Mechanical Engineering Courses based on Machine Learning
Zhu, Z., Wu, J., & Wang, M. (2024) · International Conference on Artificial Intelligence and Future Education (AIFE) · doi:10.1145/3708394.3708433
Malka, S. C., MacLennan, H., & Queiroz, H. D. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5108051
Examining Student Learning Engagement in Canvas to Support Personalized Learning
Zhang, Z., Pei, B., Hatten, J., & Zhou, Z. (2024) · IEEE Frontiers in Education Conference (FIE) · doi:10.1109/fie61694.2024.10893383
Emerging information communication technologies in STEAME education
Fagan, D., & Bladergroen, M. (2025) · doi:10.4102/aosis.2024.bk455.12
MUHAMMAD, T., & DAVID, M. (2024) · Innovare Journal of Social Sciences · doi:10.22159/ijss.2024v12i6.52737
Chen, J., Chen, T., Xu, X., Wang, S., Zhang, Z., Mao, X., & Ren, N. (2025) · Lecture notes in electrical engineering · doi:10.1007/978-981-96-2268-9_1
Wang, J., & Sitthiworachart, J. (2025) · Asian Conference on Education official conference proceedings/ACE · doi:10.22492/issn.2186-5892.2025.78
Zainuddin, N., & Abdullah, H. B. (2025) · Springer eBooks · doi:10.1007/978-981-96-0722-8_10
Perceptions of medical students on Artificial Intelligence during their journey of learning Turkish
Faslı, F. G., Karagözlü, D., & Faslı, E. (2025) · Proceedings of the... International Conference on Virtual Learning · doi:10.58503/icvl-v20y202519
Hrich, N., Azekri, M., & Khaldi, M. (2025) · Advances in educational technologies and instructional design book series · doi:10.4018/979-8-3373-2262-9.ch004
PENGARUH DUKUNGAN SOSIAL DAN MOTIVASI BELAJAR TERHADAP HASIL BELAJAR EKONOMI KELAS X SMA
Safitri, F. A., & Nurlaili, E. I. (2024) · Edunomic Jurnal Pendidikan Ekonomi · doi:10.33603/ejpe.v12i2.9009
Efektivitas Platform Pembelajaran Berbasis AI dalam Pengajaran Pemrograman Dasar
Alamin, Z., & Missouri, R. (2023) · Pendiri Jurnal Riset Pendidikan · doi:10.63866/pendiri.v1i1.46
Perdomo, A. S., & Abreu, D. (2026) · Journal of Technology and Science Education · doi:10.3926/jotse.3919
Survey on Course Recommendation in e-Learning Platform
Madhavi, A., Mohammad, T., & Syed, M. P. (2025) · Learning and analytics in intelligent systems · doi:10.1007/978-981-97-9855-1_37
مشترک, د. أ. م. ا. (2025) · العلوم التربوية · doi:10.21608/ssj.2025.427993
Artificial Intelligence Service Usage Satisfaction from User Perspective: An Integrated Model
Li, J., Yue, R., Duan, K., & Yu, B. (2024) · International Conference on Digital Society and Intelligent Systems (DSInS) · doi:10.1109/dsins64146.2024.10992196
Innovating IT Ethics Education: The Role of AI in Course Development
Lorenz, B., & Kikkas, K. (2025) · Lecture notes in computer science · doi:10.1007/978-3-031-93564-0_20
Prathyusha, B. (2025) · International Journal on Science and Technology · doi:10.71097/ijsat.v16.i2.6156
Malka, S. C., MacLennan, H., & Queiroz, H. J. D. S. D. (2025) · Journal of Higher Education Theory and Practice · doi:10.33423/jhetp.v25i2.7669 · Cited by 1
AI and the Future of Social Science Education
Lee, J., & Liu, Y. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-2612-2.ch001
Štetić, D. (2025) · Oeconomica Jadertina · doi:10.15291/oec.4776
AI-Assisted English Learning Unlocking New Pathways for Student Success
Zanjat, S. N., Barbudhe, V. K., & Karmore, B. S. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-1952-0.ch005
Enhancing architectural education: A study on flipped classroom implementation
Shadravan, S. (2025) · CRC Press eBooks · doi:10.1201/9781003658641-179
Improving Students' Classroom Motivation and Learning Efficiency Based on Deep Learning
Zhou, M., Deng, J., & Bai, Y. (2025) · Journal of Computational Methods in Sciences and Engineering · doi:10.1177/14727978251358678
AI-Powered Lifelong Learning System
VEGA, N. D. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-1062-6.ch011
Does Artificial Intelligence help Teachers with Student Engagement?Preprint
Hinojosa, J. C. (2025) · Research Square · doi:10.21203/rs.3.rs-7257652/v1
Flipped learning model practices in social studies course in primary school
Uyanık, C., Bayır, Ö. G., & Gültekin, M. (2025) · TED EĞİTİM VE BİLİM · doi:10.15390/es.2025.2577
Bandara, D., & Belfadel, D. (2025) · ASEE Annual Conference & Exposition · doi:10.18260/1-2--56360
Sagocsoc, C., Sabacajan, B. T., Lopena, L., & Along, C. R. (2025) · Psychology and Education A Multidisciplinary Journal · doi:10.70838/pemj.450705 · Cited by 2
Krsmanovic, G., Deek, R. A., & Deek, F. P. (2025) · Computer · doi:10.1109/mc.2025.3576936
Hua, Z., & Liang, J. (2025) · Journal of Computational Methods in Sciences and Engineering · doi:10.1177/14727978251375426
RetractedMazlomi, A., Mahmouei, H. M., & Ajam, A. (2025) · Journal of Medical Education Development · doi:10.61882/edcj.18.2.1
Chen, Y., Jumaat, N. F., & Chu, Y. (2025) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v15-i9/26398
Analysis of Teaching Mode Innovation and Learning Effectiveness Assisted by Artificial Intelligence
Luo, H., & Yan-hong, W. (2025) · Applied Mathematics and Nonlinear Sciences · doi:10.2478/amns-2025-1071
Mo, Z. (2025) · International Conference on Intelligent Computing and Robotics (ICICR) · doi:10.1109/icicr65456.2025.00037
Yermaganbetova, M., Tokzhigitova, A., Mukasheva, M., Сахипов, А., & Zhumashev, N. (2025) · International Journal of Innovative Research and Scientific Studies · doi:10.53894/ijirss.v8i7.10604
Transforming Curriculum Design with AI Learning Analytics in the University Context
Eskandarzadeh, A., & Gogia, Y. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-7729-2.ch004
Knowledge Graph-Based Multi-Objective Optimization Recommendation Model
Pang, H., & Wang, L. (2025) · Journal of Computer Science and Artificial Intelligence · doi:10.54097/r55mhx22
Immersive VR–AI Learning for A1 French Listening
Lustyantie, N., Soraya, T. R., Andika, Y., & Gunadi, I. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-2943-7.ch006
Recommender System for a Data Science Learning and Research Platform
Doleck, T., Agand, P., & Pirrotta, D. (2025) · International Journal of Artificial Intelligence · doi:10.4018/ijaitl.394241
Personalized Recommendation of Exhibits for Aerospace Cloud Museums based on Deep Learning
Fan, Y., Li, Q., & Yang, M. (2025) · IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA) · doi:10.1109/ispa67752.2025.00090
Tutoring and Mentoring in the Age of AI
Manoharan, G. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-4621-2.ch011
Exploring Ai-Powered Pedagogy in Enhancing Academic Writing Skills
Junio, D. A., & Bandala, A. A. (2024) · IEEE International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM) · doi:10.1109/hnicem64917.2024.11258765
Aligning Curriculum Design with Vocational Skills Development: A Competency-Based Approach
Yang, M., Paramalingam, M., & Chen, Y. (2025) · Advances in Decision Sciences · doi:10.47654/v29y2025i3p188-221
Prihatmoko, Y., Praherdhiono, H., Nindigraha, N., Firdaus, K. H. C., & Utami, D. D. (2025) · International Conference on Emerging Technologies · doi:10.1109/icet67257.2025.11290897
Wang, M., & Yan, L. (2025) · Journal of Visualized Experiments · doi:10.3791/69058
Flipped Classroom Strategies and Self-Efficacy of Elementary Education Students
Luna, S. K. (2025) · Journal of interdisciplinary perspectives · doi:10.69569/jip.2025.596
AI TECHNIQUES IN EDUCATION: A GLOBAL OVERVIEW AND APPLICATIONS IN KAZAKHSTAN
Akylbekov, O., Kassenkhan, A. M., & Байдильдинова, C. T. (2025) · Bulletin of D Serikbayev EKTU · doi:10.51885/1561-4212_2025_2_103
Baskara, R. (2024) · International Journal of Digital Learning on Languages and Arts (IJODLLA) · doi:10.23887/ijodlla.v1i1.59332 · Cited by 1
García-Allén, A., Colis, A. D., Loyola, R. M., & Loyola, G. M. (2025) · The EuroCALL Review · doi:10.4995/eurocall.2025.23886
Assessment Practices in Online Mathematics Learning: Insights from Nepali Universities
Adhikari, K. P., Sharma, L., & Joshi, D. R. (2025) · Interdisciplinary Research in Education · doi:10.3126/ire.v10i2.88091
Trang, P. N. T., Zheng, X., Nguyen, M., & Hasegawa, S. (2025) · International Conference on Knowledge and Systems Engineering/Proceedings · doi:10.1109/kse68178.2025.11309428
Damayanti, D., Lustyantie, N., Azman, N. B., Subianto, P., Macron, E. J.-M. F., Iwan, Toharudin, T., & Bernanthos, P. I. H. B. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-1544-7.ch013
Juhary, J. (2026) · Lecture notes in educational technology · doi:10.1007/978-981-95-2521-8_17
Erinsakin, M. O., & Damilola, O. O. (2025) · ETDC Indonesian Journal of Research and Educational Review · doi:10.51574/ijrer.v5i1.4477
Mbelela, N. M. C. C., Baptista, B. K. C., & Joaquim, F. L. C. (2026) · Revista Foco · doi:10.54751/revistafoco.v19n1-004
Rahman, M. S., & Alam, M. M. (2026) · Journal of International Business and Economics · doi:10.15640/jibe.v13p3
Dokmeci, H., & Uyar, Ş. (2025) · Necmettin Erbakan Universitesi Eregli Egitim Fakultesi Necmettin Erbakan University · doi:10.51119/ereegf.2025.143
Abdullah, J., Chuah, K.-M., Mikal, E., & Junaini, S. N. (2026) · Springer eBooks · doi:10.1007/978-3-032-07285-6_7
Zenda, R., & Dewa, A. (2025) · Progressio South African Journal for Open and Distance Learning Practice · doi:10.25159/2663-5895/17443
Gözüm, A. İ. C., & OZBEY, N. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-9074-1.ch001
WIP: Investigating Engineering Students' Adoption Intention of AI for Competency Development
Moyaki, D., Fakiyesi, V. O., Dunmoye, I. D., & Hunsu, N. J. (2025) · IEEE Frontiers in Education Conference (FIE) · doi:10.1109/fie63693.2025.11328492
Enhancing Student Engagement With AI
Asrifan, A., Rismawati, R., Sulaiman, I., Abdullah, A., & Noni, N. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-3000-6.ch007
Lee, A., Song, L. E. C., & Towey, D. (2025) · IEEE International Conference on Teaching, Assessment, and Learning for Engineering · doi:10.1109/tale66047.2025.11346584
Yu, L. (2025) · International Conference on Communication, Computer, and Information Technology (IC3IT) · doi:10.1109/ic3it66137.2025.11341437
Peng, Y. (2025) · International Conference on Communication, Computer, and Information Technology (IC3IT) · doi:10.1109/ic3it66137.2025.11341171
Singh, N., & Gour, S. (2026) · International Journal of Communication and Information Technology · doi:10.33545/2707661x.2026.v7.i1b.183
Soto, P., Cutimbo, J., Burga, D. M. A., & Sáenz, C. A. T. (2025) · IEEE International Conference on Advanced Learning Technologies on Education & Research (ICALTER) · doi:10.1109/icalter69698.2025.11355017
A Narrative Review of English Language Learning and Artificial Intelligence
Artha, B. S., Santoso, F., Sari, U. T., Bahri, B., Sari, N. P., Hadi, A. S., Asri, C. P., & Aditya, A. (2026) · Allure Journal · doi:10.26877/allure.v6i1.26068
Balushi, A. M. A. A. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-4982-4.ch009
Chiu, C.-Y., & Lin, Y.-T. (2026) · International Journal of Information and Education Technology · doi:10.18178/ijiet.2026.16.2.2504
Putri, Y. E., Efi, A., Refdinal, Anugerah, A. I., & Reflianto (2026) · Veredas do Direito Direito Ambiental e Desenvolvimento Sustentável · doi:10.18623/rvd.v23.n4.4504
Insan AI: Integrated Artificial Intelligence Learning Platform
Universitas Insan Pembangunan Indonesia, J. R. S. K. 1., Winanti, Prihastomo, Y., Prabowo, Y. D., Sidik, A., & Hendriyati, P. (2026) · International Journal of Information Engineering and Electronic Business · doi:10.5815/ijieeb.2026.01.09
de Vetten, A., van den Beemt, A., & Saab, N. (2026) · Technology Knowledge and Learning · doi:10.1007/s10758-025-09946-3
A Literature Review of How L2 Learners Engage with Generative AI in Translation
Zhong, X. (2026) · Lecture Notes in Education Psychology and Public Media · doi:10.54254/2753-7048/2026.ht31852
CL 3 M-Rec: Contrastive Learning Enhanced LLMs for Recommendation
Zhou, Y.-X., Li, R.-B., Xuan-Yuan, Z., Lai, P.-Y., & Wang, C. (2025) · Proceedings · doi:10.1109/icdm65498.2025.00106
Integration of AI tools in education: A TPACK analysis and pedagogical implications
Matović, S., & Babić, J. (2025) · doi:10.5937/int-themed-bg25083m
Mısbah, M., Umar, F., Muhammad, N., Warman, W., Azmi, M., Haryandi, S., Harto, M., & Siskawati, E. (2026) · AIP conference proceedings · doi:10.1063/5.0317729
Future Teachers' Perspectives on AI Integration in Mathematics Education
García, C. R., Serrano, A. D. L. H., & Niño, L. V. M. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-2600-0101-1.ch010
Jadiya, S., & Mishra, S. (2025) · International Conference of Advances in Engineering and Computing Technologies for Sustainable Development (AECTSD) · doi:10.1109/aectsd65988.2025.11410660
The Impact of AI- STEM Based Stories in Reading Comprehension and Motivation
Bulut, A., & Aktepe, V. (2026) · The Journal of Educational Research · doi:10.1080/00220671.2026.2633434
Ho, P., Nguyen, T., & Mach, H. (2026) · Journal of Technology Innovation and Learning Advancement · doi:10.65956/tila.2026.29
SBR-Net: A Lightweight Framework for Student Behavior Recognition
Gao, Z., Wu, J., & Liu, W. (2025) · International Conference on Virtual Reality and Visualization · doi:10.1109/icvrv67992.2025.00137
Tan, F., You, G., Li, Y., & Gao, J. (2026) · Scientific Reports · doi:10.1038/s41598-026-43731-1
Rahmanto, A., Ranuharja, F., & Karimi, A. (2025) · Journal of Electrical Vocational Education · doi:10.24036/tx5j4679
Butkevičiūtė, E., Juškevičiūtė, A., & Gadeikytė, A. (2026) · Education and Information Technologies · doi:10.1007/s10639-026-13940-2
Pedro, J. R. S., & Buyco, H. (2026) · Research Square · doi:10.21203/rs.3.rs-9037619/v1
Artificial intelligence technology for music teaching reform mode under DCNN algorithm
Liu, C., Shi, N., & Jiang, S. (2026) · Scientific Reports · doi:10.1038/s41598-026-45027-w
Koka, N. A., Kana’an, B. H. I., Hassan, S., Ahmad, J., Jan, N., Khasawneh, M. A., & Tashtoush, M. A. (2026) · International Journal of ADVANCED AND APPLIED SCIENCES · doi:10.21833/ijaas.2026.03.010
Enhancing Public Health Workforce Competencies: AI Integration and Post-Pandemic Educational Reforms
(2026) · Frontiers research topics · doi:10.3389/978-2-8325-7663-2
Jiao, M., Liu, C., Li, H., & Li, D. (2026) · BMC Medical Education · doi:10.1186/s12909-026-09073-2
Metadata
- Authors
- Huang, A. Y. Q., Lu, O. H. T., & Yang, S. J. H.
- Affiliations
- National Central University (TW)
- National Chengchi University (TW)
- Corresponding author
- Yang, Stephen J.H.
- Venue
- Computers & Education
- Publisher
- Elsevier BV
- Published
- 2023-03
- Volume
- 194
- Pages
- 104684
- ISSN
- 0360-1315 (ISSN-L)
- OpenAlex
- W4310249545
- Cited by
- 605
- References
- 48
- Citations by year
- 2026: 149 · 2025: 233 · 2024: 171 · 2023: 47
- FWCI
- 87.22
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Computers & Education (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Computer Science Applications › Online Learning and Analytics
- Social Sciences › Education › Innovative Teaching Methods
- Physical Sciences › Computer Science › Information Systems › Recommender Systems and Techniques
- Keywords
- flipped classroom, recommender systems, artificial intelligence in education, student engagement, student motivation, learning outcomes, learning management system data, student learning performance
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review