{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T20:58:23Z","timestamp":1776113903858,"version":"3.50.1"},"reference-count":169,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/access.2026.3680924","type":"journal-article","created":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T19:57:43Z","timestamp":1775505463000},"page":"53267-53291","source":"Crossref","is-referenced-by-count":0,"title":["Toward a Systematic Review of Artificial Intelligence-Based Models for Predicting Academic Success in Higher Education"],"prefix":"10.1109","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9450-882X","authenticated-orcid":false,"given":"Meryem","family":"Ziz","sequence":"first","affiliation":[{"name":"Laboratory of Modelling and Simulation of Intelligent Industrial Systems, ENSET of Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sophia","family":"Faris","sequence":"additional","affiliation":[{"name":"Laboratory of Modelling and Simulation of Intelligent Industrial Systems, ENSET of Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Khalifa","family":"Mansouri","sequence":"additional","affiliation":[{"name":"Laboratory of Modelling and Simulation of Intelligent Industrial Systems, ENSET of Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1080\/10494820.2021.1943689"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3390\/educsci14010051"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1186\/s13643-021-01671-z"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.04.012"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3054164"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/access.2017.2740980"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/3185089.3185102"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3290511.3290576"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2882297"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2875742"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3281375.3281403"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/iac.2018.8780547"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3220162.3220188"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1111\/emip.12204"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.3390\/e21121216"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3368691.3368694"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/su11102833"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3390\/su11247238"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/access.2019.2919343"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.106189"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3390\/app10113894"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/info11100474"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3446590.3446607"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/access.2020.3036572"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3390\/sym12050728"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/access.2020.2981905"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/access.2021.3049446"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/access.2020.3002791"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.3390\/app11041420"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.3390\/app11073130"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/9958203"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3390\/math9212677"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/access.2021.3093563"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/access.2021.3119596"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/3498765.3498768"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-021-00300-y"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3507548.3507578"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/access.2021.3117117"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s40747-021-00383-0"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2022.100066"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2022.100103"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/access.2022.3196784"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/access.2022.3211070"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.3390\/app12157733"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3390\/app122111251"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/access.2022.3198682"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.3390\/data7050067"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.3390\/data7020021"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11030457"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11030468"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11071005"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.3390\/math10183359"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.3390\/math10203737"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3390\/math10203758"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/3564982.3564990"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-022-10155-y"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/access.2022.3141992"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-022-11128-y"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1186\/s40561-022-00192-z"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1186\/s40561-022-00220-y"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-022-15880-6"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.3390\/s22134834"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.3390\/su14095205"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.3390\/su141811642"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.3390\/su142214795"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/access.2022.3232984"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2023.10.316"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2023.e15382"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3305248"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.3390\/app13063869"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.3390\/app13084702"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.3390\/app13085140"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.3390\/app13158933"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.3390\/app132112004"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.3390\/asi6050086"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.matpr.2021.07.382"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3312150"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3250702"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3295580"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.3390\/educsci13100990"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1145\/3647444.3652473"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3287972"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.3390\/math11153396"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3336987"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-023-01117-5"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-023-00835-z"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-022-00372-4"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-32484-w"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.3390\/su151612531"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.3390\/su151813950"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3305276"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-024-12619-w"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1007\/s44163-023-00079-z"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3350169"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3348091"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.3390\/app14051963"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2024.100261"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1016\/j.techsoc.2024.102474"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2024.100205"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2024.100300"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2024.100293"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1016\/j.econmod.2023.106583"},{"key":"ref103","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1016\/j.procs.2024.04.043","article-title":"Student performance prediction: A co-evolutionary hybrid intelligence model","volume":"235","author":"Vimarsha","year":"2024","journal-title":"Proc. Comput. Sci."},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2024.06.108"},{"issue":"3","key":"ref105","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1016\/j.jer.2023.09.006","article-title":"Predicting academic performance of learners with the three domains of learning data using neuro-fuzzy model and machine learning algorithms","volume":"12","author":"Parkavi","year":"2024","journal-title":"J. Eng. Res."},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2024.e29182"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2024.e30960"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2024.e32570"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1016\/j.ssaho.2024.101134"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/access.2024.3434644"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.3390\/app14219633"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1145\/3678392.3678401"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1109\/tlt.2024.3425959"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.3390\/data9040060"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3516816"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.3390\/educsci14060657"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13142808"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1109\/access.2024.3486762"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.122136"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1145\/3686424.3686459"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.3390\/jintelligence12120124"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1109\/rita.2024.3465035"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.3390\/math12203272"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.3390\/math12223597"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1145\/3674912.3674948"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1145\/3674399.3674429"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.1145\/3700297.3700385"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.1007\/s40593-024-00429-7"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1007\/s40747-024-01476-2"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-53576-1"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-75242-2"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-76596-3"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.3390\/su17031087"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1145\/3687268"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-025-01446-7"},{"key":"ref136","doi-asserted-by":"publisher","DOI":"10.1007\/s12528-024-09426-0"},{"key":"ref137","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3527127"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2024.100352"},{"key":"ref139","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2025.100369"},{"key":"ref140","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2025.100430"},{"key":"ref141","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2025.03.117"},{"key":"ref142","doi-asserted-by":"publisher","DOI":"10.1016\/j.array.2025.100384"},{"key":"ref143","doi-asserted-by":"publisher","DOI":"10.1016\/j.dsm.2024.07.001"},{"key":"ref144","doi-asserted-by":"publisher","DOI":"10.1016\/j.sasc.2025.200327"},{"key":"ref145","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3564719"},{"key":"ref146","doi-asserted-by":"publisher","DOI":"10.1145\/3764206.3764281"},{"key":"ref147","doi-asserted-by":"publisher","DOI":"10.3390\/appliedmath5020075"},{"key":"ref148","doi-asserted-by":"publisher","DOI":"10.3390\/app15031231"},{"key":"ref149","doi-asserted-by":"publisher","DOI":"10.3390\/app15073550"},{"key":"ref150","doi-asserted-by":"publisher","DOI":"10.3390\/app15115879"},{"key":"ref151","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-024-13085-0"},{"key":"ref152","doi-asserted-by":"publisher","DOI":"10.3390\/computers14030083"},{"key":"ref153","doi-asserted-by":"publisher","DOI":"10.1145\/3772726.3772832"},{"key":"ref154","doi-asserted-by":"publisher","DOI":"10.3390\/data10030027"},{"key":"ref155","doi-asserted-by":"publisher","DOI":"10.3390\/digital5020016"},{"key":"ref156","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3565585"},{"key":"ref157","doi-asserted-by":"publisher","DOI":"10.1145\/3732801.3732807"},{"key":"ref158","doi-asserted-by":"publisher","DOI":"10.3390\/mca30030059"},{"key":"ref159","doi-asserted-by":"publisher","DOI":"10.1080\/2331186x.2025.2481000"},{"key":"ref160","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3550817"},{"key":"ref161","doi-asserted-by":"publisher","DOI":"10.1145\/3729605.3729651"},{"key":"ref162","doi-asserted-by":"publisher","DOI":"10.1007\/s11135-025-02135-5"},{"key":"ref163","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-86261-y"},{"key":"ref164","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-97506-1"},{"key":"ref165","doi-asserted-by":"publisher","DOI":"10.1007\/s44163-025-00308-7"},{"key":"ref166","doi-asserted-by":"publisher","DOI":"10.1007\/s44196-025-00775-x"},{"key":"ref167","doi-asserted-by":"publisher","DOI":"10.1145\/3744367.3744384"},{"key":"ref168","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3557316"},{"key":"ref169","article-title":"Training compute-optimal large language models","author":"Hoffmann","year":"2022","journal-title":"arXiv:2203.15556"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/11474817.pdf?arnumber=11474817","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T19:37:46Z","timestamp":1776109066000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11474817\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":169,"URL":"https:\/\/doi.org\/10.1109\/access.2026.3680924","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}