{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,20]],"date-time":"2026-01-20T11:41:08Z","timestamp":1768909268180,"version":"3.49.0"},"reference-count":37,"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.2026.3652256","type":"journal-article","created":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T22:02:28Z","timestamp":1768255348000},"page":"6619-6634","source":"Crossref","is-referenced-by-count":0,"title":["An Intelligent Framework for Learnability Prediction Using Enhanced Cognitive Walkthroughs and Machine Learning"],"prefix":"10.1109","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-0537-8721","authenticated-orcid":false,"given":"Hend","family":"Alkhoder","sequence":"first","affiliation":[{"name":"Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9705-3867","authenticated-orcid":false,"given":"Muna","family":"Al-Razgan","sequence":"additional","affiliation":[{"name":"Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2013.05.003"},{"key":"ref2","article-title":"User interface evaluation with machine learning methods","author":"Mao","year":"2019"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1088\/1755-1315\/1412\/1\/012025"},{"key":"ref4","article-title":"A study of learnability in software as perceived by practitioners in user experience and learning design professions","author":"Miller","year":"2024"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2019.103110"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.55151\/ijeedu.v6i2.134"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3390\/app132111997"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph20054608"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/503376.503459"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/s41380-025-02950-0"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/10447318.2019.1625569"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s10772-024-10133-5"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-29407-6_5"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/IC3e.2017.8409237"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/B978-044481862-1.50096-0"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/0020-7373(92)90039-n"},{"key":"ref17","first-page":"105","article-title":"The cognitive walkthrough method: A practitioner\u2019s guide","volume-title":"Usability Inspection Methods","author":"Wharton","year":"1994"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.14569\/ijacsa.2019.0100241"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.09.193"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocw100"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1177\/00472395231178943"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.14569\/ijacsa.2024.0151136"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3512943"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/1609757"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-024-18240-w"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3656650.3656676"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-10497-x"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.32473\/flairs.38.1.139140"},{"key":"ref29","article-title":"A generalizable computational framework for cross-platform AI models","author":"Zhang","year":"2025","journal-title":"Int. J. Intell. Syst. Technol. Appl."},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0316955"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-020-05479-2"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3390\/info11090421"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.3390\/app12052293"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.3390\/math10152682"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/icpr.2010.764"},{"key":"ref36","article-title":"BASED-XAI: Breaking ablation studies down for explainable artificial intelligence","author":"Hameed","year":"2022","journal-title":"arXiv:2207.05566"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2025.3531662"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/11343744.pdf?arnumber=11343744","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,19]],"date-time":"2026-01-19T20:55:49Z","timestamp":1768856149000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11343744\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":37,"URL":"https:\/\/doi.org\/10.1109\/access.2026.3652256","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}