{"id":"https://openalex.org/W4402949926","doi":"https://doi.org/10.1007/s11042-024-20294-9","title":"Analyzing 40 years of educational technology trends: insights from advanced text mining and machine learning","display_name":"Analyzing 40 years of educational technology trends: insights from advanced text mining and machine learning","publication_year":2024,"publication_date":"2024-09-28","ids":{"openalex":"https://openalex.org/W4402949926","doi":"https://doi.org/10.1007/s11042-024-20294-9"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-024-20294-9","doi":"https://doi.org/10.1007/s11042-024-20294-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-024-20294-9","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Multimedia Tools and Applications","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5058328755","display_name":"Fatih G\u00fcrcan","orcid":"https://orcid.org/0000-0001-9915-6686","observed_orcids":["https://orcid.org/0000-0001-9915-6686"]},"institutions":[{"id":"https://openalex.org/I162720556","display_name":"Karadeniz Technical University","ror":"https://ror.org/03z8fyr40","country_code":"TR","type":"education","lineage":["https://openalex.org/I162720556"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Fatih Gurcan","raw_affiliation_strings":["Department of Management Information Systems, Faculty of Economics and Administrative Sciences, Karadeniz Technical University, Trabzon, 61080, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-9915-6686","affiliations":[{"raw_affiliation_string":"Department of Management Information Systems, Faculty of Economics and Administrative Sciences, Karadeniz Technical University, Trabzon, 61080, Turkey","institution_ids":["https://openalex.org/I162720556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5058328755"],"corresponding_institution_ids":["https://openalex.org/I162720556"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":2.0234,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.89193599,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":"84","issue":"24","first_page":"28421","last_page":"28441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14498","display_name":"Educational Technology in Learning","score":0.5292999744415283,"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"}},"topics":[{"id":"https://openalex.org/T14498","display_name":"Educational Technology in Learning","score":0.5292999744415283,"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/T11122","display_name":"Online Learning and Analytics","score":0.33959999680519104,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.03880000114440918,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/educational-technology","display_name":"educational technology","score":0.9520000219345093},{"id":"https://openalex.org/keywords/research-trends","display_name":"research trends","score":0.953000009059906},{"id":"https://openalex.org/keywords/research-landscape","display_name":"research landscape","score":0.6309999823570251},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.8679999709129333},{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"latent Dirichlet allocation","score":0.8899999856948853},{"id":"https://openalex.org/keywords/e-learning","display_name":"online learning","score":0.8489999771118164},{"id":"https://openalex.org/keywords/mobile-learning","display_name":"mobile learning","score":1.0},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"virtual reality","score":0.8650000095367432},{"id":"https://openalex.org/keywords/social-networks-in-education","display_name":"social networks in education","score":0.8870000243186951},{"id":"https://openalex.org/keywords/educational-games","display_name":"game-based learning","score":1.0},{"id":"https://openalex.org/keywords/intelligent-tutoring-systems","display_name":"intelligent tutoring systems","score":0.8339999914169312},{"id":"https://openalex.org/keywords/multimedia-learning","display_name":"multimedia learning","score":0.41999998688697815},{"id":"https://openalex.org/keywords/immersive-technologies","display_name":"immersive technologies","score":0.5410000085830688}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8805253505706787},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5492071509361267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45631110668182373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45420193672180176},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.32035455107688904}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11042-024-20294-9","doi":"https://doi.org/10.1007/s11042-024-20294-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-024-20294-9","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Multimedia Tools and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.975600004196167,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W859113678","https://openalex.org/W1141691533","https://openalex.org/W1480031683","https://openalex.org/W1621639986","https://openalex.org/W1767272795","https://openalex.org/W1880262756","https://openalex.org/W1922152533","https://openalex.org/W1933242449","https://openalex.org/W1981490978","https://openalex.org/W1995853132","https://openalex.org/W2012338276","https://openalex.org/W2021526671","https://openalex.org/W2038043464","https://openalex.org/W2043478847","https://openalex.org/W2103148097","https://openalex.org/W2103392067","https://openalex.org/W2174706414","https://openalex.org/W2183978399","https://openalex.org/W2312587984","https://openalex.org/W2727523692","https://openalex.org/W2893888871","https://openalex.org/W2903781803","https://openalex.org/W2906775602","https://openalex.org/W2915226715","https://openalex.org/W2962686197","https://openalex.org/W2982179670","https://openalex.org/W3004904185","https://openalex.org/W3008259327","https://openalex.org/W3036644138","https://openalex.org/W3037628497","https://openalex.org/W3045469867","https://openalex.org/W3084159788","https://openalex.org/W3087125265","https://openalex.org/W3095703149","https://openalex.org/W3131023707","https://openalex.org/W3148459598","https://openalex.org/W3164796821","https://openalex.org/W3217592719","https://openalex.org/W4221073492","https://openalex.org/W4281662331","https://openalex.org/W4281809773","https://openalex.org/W4285230983","https://openalex.org/W4297464588","https://openalex.org/W4312599097","https://openalex.org/W4312805823","https://openalex.org/W4366991013","https://openalex.org/W4377022869","https://openalex.org/W4381806357"],"related_works":["https://openalex.org/W4361021830","https://openalex.org/W7128476518","https://openalex.org/W4408911344","https://openalex.org/W4312524653","https://openalex.org/W2264941941","https://openalex.org/W2150194724","https://openalex.org/W4221102900","https://openalex.org/W4402435526","https://openalex.org/W7203834005","https://openalex.org/W3087319966"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-09-29T00:00:00"}