{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T12:04:49Z","timestamp":1775563489635,"version":"3.50.1"},"reference-count":23,"publisher":"Elsevier BV","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.elsevier.com\/tdm\/userlicense\/1.0\/"},{"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.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"vor","delay-in-days":59,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Procedia Computer Science"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1016\/j.procs.2026.02.454","type":"journal-article","created":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T12:39:40Z","timestamp":1774355980000},"page":"192-199","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Artificial Intelligence in Support of Teaching: Predictive Models and Adaptive Systems for Personalising Learning"],"prefix":"10.1016","volume":"278","author":[{"given":"Jorge","family":"Duque","sequence":"first","affiliation":[]},{"given":"Jos\u00e9","family":"Moreira","sequence":"additional","affiliation":[]},{"given":"Firmino","family":"Silva","sequence":"additional","affiliation":[]},{"given":"Helena","family":"Gon\u00e7alves","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.procs.2026.02.454_bib1","unstructured":"Akintola, A. S., Akintayo, M., Kadri, T., Oforgu, C. M., Mgbame, M., & Nwanna, M. (2024). Adaptive AI systems in education: Real-time personalised learning pathways for skill development. ISETE International Conference, Istanbul. Dispon\u00edvel em https:\/\/www.researchgate.net\/publication\/388499550."},{"key":"10.1016\/j.procs.2026.02.454_bib2","unstructured":"Baker, T., & Smith, L. (2019). Educ-AI-tion rebooted? Exploring the future of artificial intelligence in schools and colleges. Retrieved from Nesta Foundation website: https:\/\/media.nesta.org.uk\/ documents\/Future_of_AI_and_education_v5_WEB.pdf."},{"issue":"3","key":"10.1016\/j.procs.2026.02.454_bib3","first-page":"8","article-title":"\"Artificial Intelligence in Education: Understanding the Domains of Application.\"","volume":"7","author":"Chassignol","year":"2023","journal-title":"Educational Technology and AI Review"},{"key":"10.1016\/j.procs.2026.02.454_bib4","doi-asserted-by":"crossref","first-page":"75264","DOI":"10.1109\/ACCESS.2020.2988510","article-title":"Artificial intelligence in education: A review.","volume":"8","author":"Chen","year":"2020","journal-title":"IEEE Access"},{"key":"10.1016\/j.procs.2026.02.454_bib5","series-title":"Deep Learning","author":"Goodfellow","year":"2022"},{"key":"10.1016\/j.procs.2026.02.454_bib6","series-title":"Artificial Intelligence in Education: Promises and Implications for Teaching and Learning","author":"Holmes","year":"2019"},{"key":"10.1016\/j.procs.2026.02.454_bib7","series-title":"An Introduction to Statistical Learning","author":"James","year":"2023"},{"issue":"1","key":"10.1016\/j.procs.2026.02.454_bib8","first-page":"99","article-title":"\"Intelligent Learning Systems: Adapting to the Needs of Students and Teachers.\"","volume":"49","author":"Lee","year":"2023","journal-title":"Journal of Learning Technologies"},{"key":"10.1016\/j.procs.2026.02.454_bib9","series-title":"Classification and Regression by randomForest","author":"Liaw","year":"2023"},{"key":"10.1016\/j.procs.2026.02.454_bib10","series-title":"Intelligence Unleashed: An Argument for AI in Education","author":"Luckin","year":"2016"},{"key":"10.1016\/j.procs.2026.02.454_bib11","series-title":"Introduction to Information Retrieval","author":"Manning","year":"2023"},{"key":"10.1016\/j.procs.2026.02.454_bib12","series-title":"Mindstorms: Children, computers, and powerful ideas (Edi\u00e7\u00e3o comemorativa)","author":"Papert","year":"2022"},{"key":"10.1016\/j.procs.2026.02.454_bib13","series-title":"Scikit-learn: Machine Learning in Python","author":"Pedregosa","year":"2021"},{"key":"10.1016\/j.procs.2026.02.454_bib14","first-page":"45","article-title":"\u201cA Design Science Research Methodology for Information Systems Research,\u201d J","author":"Peffers","year":"2007","journal-title":"Manag. Inf. Syst., vol. 24, no. 3"},{"key":"10.1016\/j.procs.2026.02.454_bib15","series-title":"Recommender Systems Handbook","author":"Ricci","year":"2022"},{"issue":"1","key":"10.1016\/j.procs.2026.02.454_bib16","first-page":"5","article-title":"Artificial Intelligence in Education","volume":"2","author":"Sadiku","year":"2021","journal-title":"International Journal of Scientific Advances (IJSCIA)"},{"key":"10.1016\/j.procs.2026.02.454_bib17","unstructured":"Serokell (2020). Artificial Intelligence vs. Machine Learning vs. Deep Learning: What\u2019s the Difference? https:\/\/medium.com\/ai-in-plain-english\/artificial-intelligence-vs-machine-learningvs-deep-learning-whats-the-difference-dccce18efe7f."},{"issue":"4","key":"10.1016\/j.procs.2026.02.454_bib18","first-page":"56","article-title":"\"Artificial Intelligence in Early Childhood Education: Impact and Future Directions.\"","volume":"58","author":"Smith","year":"2021","journal-title":"International Journal of Educational Research"},{"issue":"2","key":"10.1016\/j.procs.2026.02.454_bib19","first-page":"123","article-title":"\"Cobots in Education: Collaborative Robots for Early Learning.\"","volume":"45","author":"Timms","year":"2022","journal-title":"Journal of Educational Technology"},{"key":"10.1016\/j.procs.2026.02.454_bib20","doi-asserted-by":"crossref","unstructured":"Ungerer, L., Slade, S. (2022). Ethical Considerations of Artificial Intelligence in Learning Analytics in Distance Education Contexts\u2013Chapter May 2022. doi: 10.1007\/978-981-19-0786-9_8.","DOI":"10.1007\/978-981-19-0786-9_8"},{"issue":"1","key":"10.1016\/j.procs.2026.02.454_bib21","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1186\/s41239-019-0171-0","article-title":"Systematic Review of Research on Artificial Intelligence Applications in Higher Education","volume":"16","author":"Zawacki-Richter","year":"2019","journal-title":"International Journal of Educational Technology in Higher Education"},{"key":"10.1016\/j.procs.2026.02.454_bib22","first-page":"50","article-title":"\"Personalized Learning with AI: Transforming Education in the Digital Age.\"","volume":"88","author":"Zhang","year":"2022","journal-title":"Computers & Education"},{"key":"10.1016\/j.procs.2026.02.454_bib23","series-title":"Gamification by Design","author":"Zichermann","year":"2023"}],"container-title":["Procedia Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926005752?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926005752?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T11:23:06Z","timestamp":1775560986000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1877050926005752"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":23,"alternative-id":["S1877050926005752"],"URL":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.454","relation":{},"ISSN":["1877-0509"],"issn-type":[{"value":"1877-0509","type":"print"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Artificial Intelligence in Support of Teaching: Predictive Models and Adaptive Systems for Personalising Learning","name":"articletitle","label":"Article Title"},{"value":"Procedia Computer Science","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.454","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Author(s). Published by Elsevier B.V.","name":"copyright","label":"Copyright"}]}}