{"id":"https://openalex.org/W4308201151","doi":"https://doi.org/10.1007/s10639-022-11373-1","title":"Identifying learners\u2019 topical interests from social media content to enrich their course preferences in MOOCs using topic modeling and NLP techniques","display_name":"Identifying learners\u2019 topical interests from social media content to enrich their course preferences in MOOCs using topic modeling and NLP techniques","publication_year":2022,"publication_date":"2022-11-04","ids":{"openalex":"https://openalex.org/W4308201151","doi":"https://doi.org/10.1007/s10639-022-11373-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/36373041"},"language":"en","primary_location":{"id":"doi:10.1007/s10639-022-11373-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10639-022-11373-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10639-022-11373-1.pdf","source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and Information Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s10639-022-11373-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065627495","display_name":"Hajar Zankadi","orcid":"https://orcid.org/0000-0003-4815-0617"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Hajar Zankadi","raw_affiliation_strings":["Rabat, Morocco Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University","Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University, Rabat, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-4815-0617","affiliations":[{"raw_affiliation_string":"Rabat, Morocco Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University","institution_ids":["https://openalex.org/I126477371"]},{"raw_affiliation_string":"Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066056412","display_name":"Abdellah Idrissi","orcid":"https://orcid.org/0000-0001-5696-3007"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdellah Idrissi","raw_affiliation_strings":["Rabat, Morocco Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University","Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rabat, Morocco Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University","institution_ids":["https://openalex.org/I126477371"]},{"raw_affiliation_string":"Computer Science Department IPSS team, Faculty of sciences Rabat, Mohammed V University, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034550924","display_name":"Najima Daoudi","orcid":"https://orcid.org/0000-0002-4668-3068"},"institutions":[{"id":"https://openalex.org/I4210149368","display_name":"\u00c9cole des Sciences de I'information","ror":"https://ror.org/04wx25x02","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210149368"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Najima Daoudi","raw_affiliation_strings":["Rabat, Morocco Lyrica Labs, Information Science School (ESI)","Lyrica Labs, Information Science School (ESI), Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rabat, Morocco Lyrica Labs, Information Science School (ESI)","institution_ids":["https://openalex.org/I4210149368"]},{"raw_affiliation_string":"Lyrica Labs, Information Science School (ESI), Rabat, Morocco","institution_ids":["https://openalex.org/I4210149368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022174584","display_name":"Imane Hilal","orcid":"https://orcid.org/0000-0002-0082-5438"},"institutions":[{"id":"https://openalex.org/I4210149368","display_name":"\u00c9cole des Sciences de I'information","ror":"https://ror.org/04wx25x02","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210149368"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Imane Hilal","raw_affiliation_strings":["Rabat, Morocco Lyrica Labs, Information Science School (ESI)","Lyrica Labs, Information Science School (ESI), Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rabat, Morocco Lyrica Labs, Information Science School (ESI)","institution_ids":["https://openalex.org/I4210149368"]},{"raw_affiliation_string":"Lyrica Labs, Information Science School (ESI), Rabat, Morocco","institution_ids":["https://openalex.org/I4210149368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5065627495"],"corresponding_institution_ids":["https://openalex.org/I126477371"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":null,"fwci":12.048,"has_fulltext":true,"cited_by_count":63,"citation_normalized_percentile":{"value":0.98805264,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"28","issue":"5","first_page":"5567","last_page":"5584"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9987999796867371,"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":0.9987999796867371,"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/T12478","display_name":"Wikis in Education and Collaboration","score":0.9659000039100647,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/T10028","display_name":"Topic Modeling","score":0.951200008392334,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"Latent Dirichlet allocation","score":0.8373545408248901},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7333847284317017},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6971452236175537},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.5721592903137207},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5597467422485352},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5387914776802063},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5340009927749634},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4149831235408783},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3818492293357849},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3679163157939911},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3315161168575287},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.13383960723876953}],"concepts":[{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.8373545408248901},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7333847284317017},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6971452236175537},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.5721592903137207},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5597467422485352},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5387914776802063},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5340009927749634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4149831235408783},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3818492293357849},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3679163157939911},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3315161168575287},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.13383960723876953},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10639-022-11373-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10639-022-11373-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10639-022-11373-1.pdf","source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and Information Technologies","raw_type":"journal-article"},{"id":"pmid:36373041","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36373041","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and information technologies","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9638446","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9638446","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Educ Inf Technol (Dordr)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10639-022-11373-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10639-022-11373-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10639-022-11373-1.pdf","source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and Information Technologies","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308201151.pdf","grobid_xml":"https://content.openalex.org/works/W4308201151.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1492638184","https://openalex.org/W2472981767","https://openalex.org/W2605397500","https://openalex.org/W2611927734","https://openalex.org/W2794616794","https://openalex.org/W2937797440","https://openalex.org/W2941888498","https://openalex.org/W2944479632","https://openalex.org/W2990133442","https://openalex.org/W3005392599","https://openalex.org/W3008273527","https://openalex.org/W3020995159","https://openalex.org/W3081261573","https://openalex.org/W3082962089","https://openalex.org/W3093085167","https://openalex.org/W3094050601","https://openalex.org/W3094339318","https://openalex.org/W3095272313","https://openalex.org/W3101283149","https://openalex.org/W3114368595","https://openalex.org/W3116492894","https://openalex.org/W3117575669","https://openalex.org/W3124006669","https://openalex.org/W3124199644","https://openalex.org/W3127274523","https://openalex.org/W3156450083","https://openalex.org/W3158755204","https://openalex.org/W3161974477","https://openalex.org/W3176080258","https://openalex.org/W3206174107","https://openalex.org/W4200020905","https://openalex.org/W4206932044","https://openalex.org/W4210781869","https://openalex.org/W4212947051","https://openalex.org/W4214479632","https://openalex.org/W4214765850","https://openalex.org/W4220895245","https://openalex.org/W4221142221","https://openalex.org/W4223430004","https://openalex.org/W4224953581","https://openalex.org/W4285580183","https://openalex.org/W4287816516","https://openalex.org/W6639619044"],"related_works":["https://openalex.org/W2769501189","https://openalex.org/W4315588616","https://openalex.org/W4312773271","https://openalex.org/W2888805565","https://openalex.org/W2962686197","https://openalex.org/W2207653751","https://openalex.org/W3005513013","https://openalex.org/W2611137333","https://openalex.org/W4291700620","https://openalex.org/W2122605835"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":23},{"year":2023,"cited_by_count":10}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}