{"id":"https://openalex.org/W4405330681","doi":"https://doi.org/10.1080/10447318.2024.2434765","title":"Design and Evaluation of Online Educational Content: AI-Informed Guidelines Based on Machine Learning Analysis of Learners\u2019 Interactions Traces","display_name":"Design and Evaluation of Online Educational Content: AI-Informed Guidelines Based on Machine Learning Analysis of Learners\u2019 Interactions Traces","publication_year":2024,"publication_date":"2024-12-12","ids":{"openalex":"https://openalex.org/W4405330681","doi":"https://doi.org/10.1080/10447318.2024.2434765"},"language":"en","primary_location":{"id":"doi:10.1080/10447318.2024.2434765","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2024.2434765","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024389592","display_name":"Yosra Mourali","orcid":"https://orcid.org/0000-0002-1337-8892"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]},{"id":"https://openalex.org/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I4210145739","display_name":"Time Universit\u00e9","ror":"https://ror.org/03y2yf271","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210145739"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR","TN"],"is_corresponding":false,"raw_author_name":"Yosra Mourali","raw_affiliation_strings":["Faculty of Economics and Management, University of Sfax","Research Lab. LaTICE, University of Tunis","Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH","Faculty of Economics and Management, University of Sfax, Sfax, Tunisia","Research Lab. LaTICE, University of Tunis, Tunis, Tunisia","Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH, Valenciennes, France"],"raw_orcid":"https://orcid.org/0000-0002-1337-8892","affiliations":[{"raw_affiliation_string":"Faculty of Economics and Management, University of Sfax","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"Research Lab. LaTICE, University of Tunis","institution_ids":["https://openalex.org/I4210145739"]},{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I70348806"]},{"raw_affiliation_string":"Faculty of Economics and Management, University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"Research Lab. LaTICE, University of Tunis, Tunis, Tunisia","institution_ids":["https://openalex.org/I4210145739"]},{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH, Valenciennes, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I70348806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048475157","display_name":"Maroi Agrebi","orcid":"https://orcid.org/0000-0002-5843-5846"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Maroi Agrebi","raw_affiliation_strings":["Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH","Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH, Valenciennes, France"],"raw_orcid":"https://orcid.org/0000-0002-5843-5846","affiliations":[{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I70348806"]},{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH, Valenciennes, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I70348806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009568742","display_name":"Ramzi Farhat","orcid":"https://orcid.org/0000-0003-2189-6515"},"institutions":[{"id":"https://openalex.org/I4210145739","display_name":"Time Universit\u00e9","ror":"https://ror.org/03y2yf271","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210145739"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Ramzi Farhat","raw_affiliation_strings":["Research Lab. LaTICE, University of Tunis","Research Lab. LaTICE, University of Tunis, Tunis, Tunisia"],"raw_orcid":"https://orcid.org/0000-0002-0525-5905","affiliations":[{"raw_affiliation_string":"Research Lab. LaTICE, University of Tunis","institution_ids":["https://openalex.org/I4210145739"]},{"raw_affiliation_string":"Research Lab. LaTICE, University of Tunis, Tunis, Tunisia","institution_ids":["https://openalex.org/I4210145739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018230304","display_name":"Christophe Kolski","orcid":"https://orcid.org/0000-0002-7881-6435"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Christophe Kolski","raw_affiliation_strings":["Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH","Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH, Valenciennes, France"],"raw_orcid":"https://orcid.org/0000-0002-7881-6435","affiliations":[{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I70348806"]},{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, CNRS, UMR 8201\u2013LAMIH, Valenciennes, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I70348806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062847316","display_name":"Mohamed Jemni","orcid":"https://orcid.org/0000-0001-8841-5224"},"institutions":[{"id":"https://openalex.org/I4210145739","display_name":"Time Universit\u00e9","ror":"https://ror.org/03y2yf271","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210145739"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mohamed Jemni","raw_affiliation_strings":["Research Lab. LaTICE, University of Tunis","Research Lab. LaTICE, University of Tunis, Tunis, Tunisia"],"raw_orcid":"https://orcid.org/0000-0001-8841-5224","affiliations":[{"raw_affiliation_string":"Research Lab. LaTICE, University of Tunis","institution_ids":["https://openalex.org/I4210145739"]},{"raw_affiliation_string":"Research Lab. LaTICE, University of Tunis, Tunis, Tunisia","institution_ids":["https://openalex.org/I4210145739"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018230304"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I70348806"],"apc_list":null,"apc_paid":null,"fwci":0.6201,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79992264,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"41","issue":"16","first_page":"10420","last_page":"10442"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14182","display_name":"Technology-Enhanced Education Studies","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7834441661834717},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5791319608688354},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5297031402587891},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.494457483291626},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45776844024658203},{"id":"https://openalex.org/keywords/content-analysis","display_name":"Content analysis","score":0.43421339988708496},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3645104467868805},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.140989750623703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7834441661834717},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5791319608688354},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5297031402587891},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.494457483291626},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45776844024658203},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.43421339988708496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3645104467868805},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.140989750623703},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10447318.2024.2434765","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2024.2434765","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":134,"referenced_works":["https://openalex.org/W1790806920","https://openalex.org/W1799316639","https://openalex.org/W1902610065","https://openalex.org/W1982464953","https://openalex.org/W2004147962","https://openalex.org/W2007746636","https://openalex.org/W2029698681","https://openalex.org/W2034043154","https://openalex.org/W2054280145","https://openalex.org/W2057488161","https://openalex.org/W2068727120","https://openalex.org/W2069409940","https://openalex.org/W2098254218","https://openalex.org/W2131414141","https://openalex.org/W2138334515","https://openalex.org/W2162821268","https://openalex.org/W2165427613","https://openalex.org/W2169570446","https://openalex.org/W2188755690","https://openalex.org/W2192895066","https://openalex.org/W2196707007","https://openalex.org/W2216946510","https://openalex.org/W2269829170","https://openalex.org/W2289726333","https://openalex.org/W2327678559","https://openalex.org/W2331268274","https://openalex.org/W2333693388","https://openalex.org/W2417431979","https://openalex.org/W2460586963","https://openalex.org/W2467967664","https://openalex.org/W2500726635","https://openalex.org/W2515135865","https://openalex.org/W2559886823","https://openalex.org/W2566084804","https://openalex.org/W2586062600","https://openalex.org/W2760982471","https://openalex.org/W2763279802","https://openalex.org/W2763573489","https://openalex.org/W2767849480","https://openalex.org/W2770285565","https://openalex.org/W2772952572","https://openalex.org/W2782685758","https://openalex.org/W2783380896","https://openalex.org/W2786892497","https://openalex.org/W2788804377","https://openalex.org/W2793183907","https://openalex.org/W2804173237","https://openalex.org/W2804302410","https://openalex.org/W2804411218","https://openalex.org/W2806942462","https://openalex.org/W2809684781","https://openalex.org/W2809884730","https://openalex.org/W2811374032","https://openalex.org/W2881652353","https://openalex.org/W2885071198","https://openalex.org/W2885195348","https://openalex.org/W2887808294","https://openalex.org/W2889829742","https://openalex.org/W2894705565","https://openalex.org/W2899997910","https://openalex.org/W2900671537","https://openalex.org/W2902672843","https://openalex.org/W2907646290","https://openalex.org/W2912885386","https://openalex.org/W2917738783","https://openalex.org/W2918408501","https://openalex.org/W2925340560","https://openalex.org/W2940394683","https://openalex.org/W2940725132","https://openalex.org/W2941108574","https://openalex.org/W2948336298","https://openalex.org/W2956489706","https://openalex.org/W2964036159","https://openalex.org/W2966992966","https://openalex.org/W2970405962","https://openalex.org/W2971525965","https://openalex.org/W2974400528","https://openalex.org/W2977285514","https://openalex.org/W2979503391","https://openalex.org/W2979543333","https://openalex.org/W2980242805","https://openalex.org/W2981005297","https://openalex.org/W2982463400","https://openalex.org/W2991214605","https://openalex.org/W2991251864","https://openalex.org/W2995378448","https://openalex.org/W3009315911","https://openalex.org/W3012289806","https://openalex.org/W3019913914","https://openalex.org/W3022760157","https://openalex.org/W3033039270","https://openalex.org/W3039616064","https://openalex.org/W3043995050","https://openalex.org/W3044123268","https://openalex.org/W3046508256","https://openalex.org/W3083457042","https://openalex.org/W3084318463","https://openalex.org/W3086541953","https://openalex.org/W3086602041","https://openalex.org/W3092577995","https://openalex.org/W3096109920","https://openalex.org/W3104436588","https://openalex.org/W3108822924","https://openalex.org/W3109045637","https://openalex.org/W3119129121","https://openalex.org/W3136240858","https://openalex.org/W3151510493","https://openalex.org/W3158424219","https://openalex.org/W3174355196","https://openalex.org/W3179571438","https://openalex.org/W3184676435","https://openalex.org/W3203608627","https://openalex.org/W3209615783","https://openalex.org/W4223930627","https://openalex.org/W4226482553","https://openalex.org/W4233844735","https://openalex.org/W4234335579","https://openalex.org/W4236859963","https://openalex.org/W4238453152","https://openalex.org/W4245813244","https://openalex.org/W4245955574","https://openalex.org/W4253748289","https://openalex.org/W4254431624","https://openalex.org/W4282843655","https://openalex.org/W4285495711","https://openalex.org/W4293149832","https://openalex.org/W4378610355","https://openalex.org/W4385578439","https://openalex.org/W4389952963","https://openalex.org/W4390408011","https://openalex.org/W4394563994","https://openalex.org/W4399421021","https://openalex.org/W6790191978","https://openalex.org/W6964759220"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2055733372","https://openalex.org/W3022067003"],"abstract_inverted_index":{"This":[0,104],"study":[1,44,122],"proposes":[2],"an":[3],"intelligent":[4],"educational":[5,16,93,140],"decision":[6],"support":[7],"system":[8,129],"that":[9,127],"empowers":[10],"instructional":[11],"designers":[12],"to":[13,20,53,91,107],"evaluate":[14,92],"online":[15,139],"contents":[17],"in":[18,29,33],"order":[19],"improve":[21],"their":[22],"design":[23],"and":[24,35,102,125,134,153],"effectiveness.":[25],"The":[26,49,74],"key":[27],"challenge":[28],"developing":[30],"it":[31],"lies":[32],"automating":[34],"objectifying":[36],"the":[37,43,68,71,80,110,117,128,131],"evaluation":[38,69],"process.":[39,119],"To":[40],"address":[41],"this,":[42],"pursues":[45],"two":[46],"main":[47],"objectives.":[48],"first":[50],"one":[51],"is":[52,123,136],"propose":[54],"a":[55],"Multicriteria":[56],"Approach":[57,81],"for":[58,82,138],"Learning":[59],"Experience":[60],"Analysis":[61],"(MALEA)":[62],"on":[63],"which":[64,87],"we":[65],"have":[66],"based":[67],"through":[70],"learners\u2019":[72],"traces.":[73],"second":[75],"objective":[76,132],"consists":[77],"of":[78,113,149],"proposing":[79],"Content":[83],"Success":[84],"Prediction":[85],"(ACSP),":[86],"can":[88],"be":[89],"used":[90],"content":[94,141],"before":[95],"its":[96],"deployment.":[97],"ACSP":[98],"combines":[99],"logistic":[100],"regression":[101],"MALEA.":[103],"combination":[105],"helps":[106],"guard":[108],"against":[109],"possible":[111],"imprecision":[112],"human":[114],"judgment":[115],"affecting":[116],"decision-making":[118],"A":[120],"case":[121],"conducted":[124],"proves":[126],"meets":[130],"sought":[133],"thus":[135],"retained":[137],"evaluation.":[142],"Results":[143],"are":[144,157],"promising":[145],"with":[146],"high":[147],"values":[148],"precision,":[150],"accuracy,":[151],"specificity,":[152],"sensitivity.":[154],"Different":[155],"perspectives":[156],"finally":[158],"proposed.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}