{"id":"https://openalex.org/W4289535079","doi":"https://doi.org/10.1109/tlt.2022.3195881","title":"Evolutionary Clustering of Apprentices' Self- Regulated Learning Behavior in Learning Journals","display_name":"Evolutionary Clustering of Apprentices' Self- Regulated Learning Behavior in Learning Journals","publication_year":2022,"publication_date":"2022-08-02","ids":{"openalex":"https://openalex.org/W4289535079","doi":"https://doi.org/10.1109/tlt.2022.3195881"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2022.3195881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2022.3195881","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/296769","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081638871","display_name":"Paola Mejia\u2010Domenzain","orcid":"https://orcid.org/0000-0003-1242-3134"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Paola Mejia-Domenzain","raw_affiliation_strings":["School of Computer and Communication Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-1242-3134","affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019764103","display_name":"Mirko Marras","orcid":"https://orcid.org/0000-0003-1989-6057"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mirko Marras","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Cagliari, Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1989-6057","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045394543","display_name":"Christian Giang","orcid":"https://orcid.org/0000-0003-2034-9253"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Christian Giang","raw_affiliation_strings":["School of Computer and Communication Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-2034-9253","affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048190349","display_name":"Alberto Catt\u00e1neo","orcid":"https://orcid.org/0000-0001-5155-1214"},"institutions":[{"id":"https://openalex.org/I4210097053","display_name":"Swiss Federal University for Vocational Education and Training SFUVET","ror":"https://ror.org/00zg4za48","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210097053"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alberto Cattaneo","raw_affiliation_strings":["Swiss Federal University for Vocational Education and Training, Lugano, Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-5155-1214","affiliations":[{"raw_affiliation_string":"Swiss Federal University for Vocational Education and Training, Lugano, Switzerland","institution_ids":["https://openalex.org/I4210097053"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007940211","display_name":"Tanja K\u00e4ser","orcid":"https://orcid.org/0000-0003-0672-0415"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Tanja Kaser","raw_affiliation_strings":["School of Computer and Communication Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-0672-0415","affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5081638871"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":2.6127,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.91511199,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"15","issue":"5","first_page":"579","last_page":"593"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9886000156402588,"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":0.9886000156402588,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9836000204086304,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.9315999746322632,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/apprenticeship","display_name":"Apprenticeship","score":0.820176362991333},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6446099281311035},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5973970890045166},{"id":"https://openalex.org/keywords/vocational-education","display_name":"Vocational education","score":0.5413616895675659},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.49202224612236023},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.47587600350379944},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.4347226023674011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3827209770679474},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33376845717430115},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.31578195095062256},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3126552104949951},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2824398875236511},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.23286065459251404},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.19457024335861206},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.1487637162208557}],"concepts":[{"id":"https://openalex.org/C107806365","wikidata":"https://www.wikidata.org/wiki/Q253567","display_name":"Apprenticeship","level":2,"score":0.820176362991333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6446099281311035},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5973970890045166},{"id":"https://openalex.org/C668760","wikidata":"https://www.wikidata.org/wiki/Q6869278","display_name":"Vocational education","level":2,"score":0.5413616895675659},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.49202224612236023},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.47587600350379944},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.4347226023674011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3827209770679474},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33376845717430115},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.31578195095062256},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3126552104949951},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2824398875236511},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.23286065459251404},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.19457024335861206},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.1487637162208557},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tlt.2022.3195881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2022.3195881","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},{"id":"pmh:oai:infoscience.epfl.ch:296769","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/296769","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"},{"id":"pmh:oai:iris.unica.it:11584/348264","is_oa":true,"landing_page_url":"https://hdl.handle.net/11584/348264","pdf_url":null,"source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:296769","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/296769","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1505087446","https://openalex.org/W1532007180","https://openalex.org/W1914833441","https://openalex.org/W1976007827","https://openalex.org/W1981415423","https://openalex.org/W1987971958","https://openalex.org/W1988116816","https://openalex.org/W1997171699","https://openalex.org/W2009134372","https://openalex.org/W2010866483","https://openalex.org/W2020783828","https://openalex.org/W2024351741","https://openalex.org/W2026760044","https://openalex.org/W2031917325","https://openalex.org/W2046127588","https://openalex.org/W2054455883","https://openalex.org/W2075452215","https://openalex.org/W2106760415","https://openalex.org/W2123189502","https://openalex.org/W2132914434","https://openalex.org/W2134946056","https://openalex.org/W2151617302","https://openalex.org/W2194185811","https://openalex.org/W2267789679","https://openalex.org/W2288466802","https://openalex.org/W2401837845","https://openalex.org/W2504735380","https://openalex.org/W2543562683","https://openalex.org/W2575161407","https://openalex.org/W2592964834","https://openalex.org/W2597900308","https://openalex.org/W2610740022","https://openalex.org/W2724824384","https://openalex.org/W2765555989","https://openalex.org/W2800681641","https://openalex.org/W2804042942","https://openalex.org/W2885536216","https://openalex.org/W2907739488","https://openalex.org/W2910602734","https://openalex.org/W2945925637","https://openalex.org/W2994613842","https://openalex.org/W3012216271","https://openalex.org/W3087431152","https://openalex.org/W3090254665","https://openalex.org/W3112495131","https://openalex.org/W3114423494","https://openalex.org/W4210702550","https://openalex.org/W4229513341","https://openalex.org/W4238100903","https://openalex.org/W4245961435"],"related_works":["https://openalex.org/W2356701711","https://openalex.org/W2995516973","https://openalex.org/W2185162328","https://openalex.org/W2388955542","https://openalex.org/W2410973986","https://openalex.org/W3167401938","https://openalex.org/W2381723609","https://openalex.org/W2185976496","https://openalex.org/W2162660350","https://openalex.org/W1972853051"],"abstract_inverted_index":{"Learning":[0],"journals":[1],"are":[2,64],"increasingly":[3],"used":[4,126],"in":[5,35,66,105],"vocational":[6],"education":[7],"to":[8,118],"foster":[9],"self-regulated":[10],"learning":[11,14,33,38,55,94,106,141],"and":[12,74,110],"reflective":[13],"practices.":[15],"However,":[16],"for":[17,130],"many":[18],"apprentices,":[19],"documenting":[20],"working":[21],"experiences":[22],"is":[23],"a":[24,42,47,58,128],"difficult":[25],"task.":[26],"In":[27],"this":[28],"article,":[29],"we":[30,45],"profile":[31],"apprentices'":[32,140],"behavior":[34],"an":[36,92],"online":[37,93],"journal.":[39],"Based":[40],"on":[41,82],"pedagogical":[43],"framework,":[44],"propose":[46],"novel":[48],"multistep":[49],"clustering":[50],"pipeline":[51,102],"that":[52,100,114],"integrates":[53],"different":[54],"dimensions":[56],"into":[57],"combined":[59],"profile.":[60],"Specifically,":[61],"the":[62,77,134,139],"profiles":[63,113,123],"described":[65],"terms":[67],"of":[68,76,85,137],"effort,":[69],"consistency,":[70],"regularity,":[71],"help-seeking":[72],"behavior,":[73],"quality":[75],"written":[78],"entries.":[79],"Our":[80],"results":[81],"two":[83],"populations":[84],"chef":[86],"apprentices":[87],"(183":[88],"apprentices)":[89],"interacting":[90],"with":[91,133],"journal":[95],"(over":[96],"121K":[97],"entries)":[98],"show":[99],"our":[101],"captures":[103],"changes":[104],"patterns":[107],"over":[108],"time":[109],"yields":[111],"interpretable":[112],"can":[115,124],"be":[116,125],"related":[117],"academic":[119],"performance.":[120],"The":[121],"obtained":[122],"as":[127],"basis":[129],"personalized":[131],"interventions,":[132],"ultimate":[135],"goal":[136],"improving":[138],"experience.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}