{"id":"https://openalex.org/W2155036683","doi":"https://doi.org/10.1186/s40561-015-0013-z","title":"Competency-based personalization for massive online learning","display_name":"Competency-based personalization for massive online learning","publication_year":2015,"publication_date":"2015-02-17","ids":{"openalex":"https://openalex.org/W2155036683","doi":"https://doi.org/10.1186/s40561-015-0013-z","mag":"2155036683"},"language":"en","primary_location":{"id":"doi:10.1186/s40561-015-0013-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-015-0013-z","pdf_url":"https://slejournal.springeropen.com/counter/pdf/10.1186/s40561-015-0013-z","source":{"id":"https://openalex.org/S2494786546","display_name":"Smart Learning Environments","issn_l":"2196-7091","issn":["2196-7091"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Smart Learning Environments","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://slejournal.springeropen.com/counter/pdf/10.1186/s40561-015-0013-z","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021821507","display_name":"Gilbert Paquette","orcid":"https://orcid.org/0000-0002-8200-2514"},"institutions":[{"id":"https://openalex.org/I200745827","display_name":"Universit\u00e9 T\u00c9LUQ","ror":"https://ror.org/007y6q934","country_code":"CA","type":"education","lineage":["https://openalex.org/I200745827","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Gilbert Paquette","raw_affiliation_strings":["LICEF Research Center, T\u00e9l\u00e9-universit\u00e9, 5800 St-Denis Street, Office 1105, Montreal, Quebec, H2S 3L5, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LICEF Research Center, T\u00e9l\u00e9-universit\u00e9, 5800 St-Denis Street, Office 1105, Montreal, Quebec, H2S 3L5, Canada","institution_ids":["https://openalex.org/I200745827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014389381","display_name":"Olga Mari\u00f1o","orcid":"https://orcid.org/0000-0003-4449-1705"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Olga Mari\u00f1o","raw_affiliation_strings":["Department of system engineering and computation, Engineering Faculty, Univesidad de los Andes, Bagota, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of system engineering and computation, Engineering Faculty, Univesidad de los Andes, Bagota, Colombia","institution_ids":["https://openalex.org/I162096671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046929932","display_name":"Delia Rogozan","orcid":null},"institutions":[{"id":"https://openalex.org/I200745827","display_name":"Universit\u00e9 T\u00c9LUQ","ror":"https://ror.org/007y6q934","country_code":"CA","type":"education","lineage":["https://openalex.org/I200745827","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Delia Rogozan","raw_affiliation_strings":["LICEF Research Center, T\u00e9l\u00e9-universit\u00e9, 5800 St-Denis Street, Office 1105, Montreal, Quebec, H2S 3L5, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LICEF Research Center, T\u00e9l\u00e9-universit\u00e9, 5800 St-Denis Street, Office 1105, Montreal, Quebec, H2S 3L5, Canada","institution_ids":["https://openalex.org/I200745827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007026342","display_name":"Michel L\u00e9onard","orcid":"https://orcid.org/0000-0002-0679-5778"},"institutions":[{"id":"https://openalex.org/I200745827","display_name":"Universit\u00e9 T\u00c9LUQ","ror":"https://ror.org/007y6q934","country_code":"CA","type":"education","lineage":["https://openalex.org/I200745827","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Michel L\u00e9onard","raw_affiliation_strings":["LICEF Research Center, T\u00e9l\u00e9-universit\u00e9, 5800 St-Denis Street, Office 1105, Montreal, Quebec, H2S 3L5, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LICEF Research Center, T\u00e9l\u00e9-universit\u00e9, 5800 St-Denis Street, Office 1105, Montreal, Quebec, H2S 3L5, Canada","institution_ids":["https://openalex.org/I200745827"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021821507"],"corresponding_institution_ids":["https://openalex.org/I200745827"],"apc_list":null,"apc_paid":null,"fwci":19.7853,"has_fulltext":true,"cited_by_count":53,"citation_normalized_percentile":{"value":0.99138707,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9993000030517578,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9905999898910522,"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/personalization","display_name":"Personalization","score":0.8858027458190918},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7621575593948364},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.613004207611084},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5080869197845459},{"id":"https://openalex.org/keywords/massive-open-online-course","display_name":"Massive open online course","score":0.4630140960216522},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.440522164106369},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.41741225123405457},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.39227545261383057},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.34592217206954956}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8858027458190918},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7621575593948364},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.613004207611084},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5080869197845459},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.4630140960216522},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.440522164106369},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.41741225123405457},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.39227545261383057},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.34592217206954956},{"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40561-015-0013-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-015-0013-z","pdf_url":"https://slejournal.springeropen.com/counter/pdf/10.1186/s40561-015-0013-z","source":{"id":"https://openalex.org/S2494786546","display_name":"Smart Learning Environments","issn_l":"2196-7091","issn":["2196-7091"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Smart Learning Environments","raw_type":"journal-article"},{"id":"pmh:oai:r-libre.teluq.ca:491","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401909","display_name":"R-libre (Universit\u00e9 T\u00e9luq)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200745827","host_organization_name":"Universit\u00e9 T\u00c9LUQ","host_organization_lineage":["https://openalex.org/I200745827"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Articles de revues"}],"best_oa_location":{"id":"doi:10.1186/s40561-015-0013-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-015-0013-z","pdf_url":"https://slejournal.springeropen.com/counter/pdf/10.1186/s40561-015-0013-z","source":{"id":"https://openalex.org/S2494786546","display_name":"Smart Learning Environments","issn_l":"2196-7091","issn":["2196-7091"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Smart Learning Environments","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2155036683.pdf","grobid_xml":"https://content.openalex.org/works/W2155036683.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W22734776","https://openalex.org/W124315032","https://openalex.org/W1480977725","https://openalex.org/W1494052559","https://openalex.org/W1597703625","https://openalex.org/W1859433004","https://openalex.org/W1993977866","https://openalex.org/W2091812231","https://openalex.org/W2119902448","https://openalex.org/W2166708723","https://openalex.org/W2169144740","https://openalex.org/W2171960770","https://openalex.org/W2480962150","https://openalex.org/W2561675875","https://openalex.org/W3045699281","https://openalex.org/W4252099878","https://openalex.org/W4285068309"],"related_works":["https://openalex.org/W2141531133","https://openalex.org/W2357268223","https://openalex.org/W4210812943","https://openalex.org/W2807721994","https://openalex.org/W3164623690","https://openalex.org/W2606212637","https://openalex.org/W4390476759","https://openalex.org/W2302761325","https://openalex.org/W2165558212","https://openalex.org/W2780682839"],"abstract_inverted_index":{"This":[0,94],"paper":[1],"investigates":[2],"the":[3,26,50,129,134],"problem":[4],"of":[5,52],"personalization":[6,124],"in":[7,57],"massive":[8],"open":[9],"online":[10],"courses":[11],"(MOOC)":[12],"based":[13,74],"on":[14,75],"a":[15,20,31,67,76,90,115,123],"target":[16],"competency":[17,78,97],"profile":[18,32],"and":[19,36,126],"learning":[21,35,59,92],"scenario":[22,60],"model":[23],"built":[24],"for":[25,33,69,96],"course.":[27],"To":[28],"use":[29,81],"such":[30,118],"adaptive":[34],"resource":[37],"recommendation,":[38],"we":[39,127],"need":[40],"to":[41,44,47,84,89,110,114,132],"be":[42],"able":[43],"compare":[45],"competencies":[46,51,73],"help":[48],"match":[49],"learners":[53],"with":[54],"those":[55],"involved":[56],"other":[58],"components":[61],"(actors,":[62],"activities,":[63],"resources).":[64],"We":[65,80,108,121],"present":[66,122],"method":[68,83],"computing":[70],"relations":[71],"between":[72],"structured":[77],"model.":[79],"this":[82],"define":[85],"recommendation":[86],"agents":[87],"added":[88],"MOOC":[91,116],"scenario.":[93],"approach":[95],"comparison":[98],"has":[99],"been":[100],"implemented":[101],"within":[102],"an":[103],"experimental":[104],"platform":[105,117],"called":[106],"TELOS.":[107],"propose":[109],"integrate":[111],"these":[112],"functionalities":[113],"as":[119],"Open-edX.":[120],"process":[125],"discuss":[128],"tools":[130],"needed":[131],"implement":[133],"process.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":2}],"updated_date":"2026-06-02T09:04:35.204637","created_date":"2025-10-10T00:00:00"}