{"id":"https://openalex.org/W4413867889","doi":"https://doi.org/10.1186/s40561-025-00407-z","title":"Technology-enhanced personalized learning environments based on prior knowledge in continuing education: An experimental study","display_name":"Technology-enhanced personalized learning environments based on prior knowledge in continuing education: An experimental study","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4413867889","doi":"https://doi.org/10.1186/s40561-025-00407-z"},"language":"en","primary_location":{"id":"doi:10.1186/s40561-025-00407-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-025-00407-z","pdf_url":"https://slejournal.springeropen.com/counter/pdf/10.1186/s40561-025-00407-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/s40561-025-00407-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055160311","display_name":"Yvonne M. Hemmler","orcid":"https://orcid.org/0000-0002-3780-995X"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yvonne M. Fromm","raw_affiliation_strings":["Learning, Design and Technology, University of Mannheim, L4, 1, 68161, Mannheim, BW, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3780-995X","affiliations":[{"raw_affiliation_string":"Learning, Design and Technology, University of Mannheim, L4, 1, 68161, Mannheim, BW, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053559613","display_name":"Julian Rasch","orcid":"https://orcid.org/0000-0002-0732-8805"},"institutions":[{"id":"https://openalex.org/I22465464","display_name":"University of M\u00fcnster","ror":"https://ror.org/00pd74e08","country_code":"DE","type":"education","lineage":["https://openalex.org/I22465464"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julian Rasch","raw_affiliation_strings":["edyoucated GmbH, Hafenweg 16, 48155, M\u00fcnster, NRW, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0732-8805","affiliations":[{"raw_affiliation_string":"edyoucated GmbH, Hafenweg 16, 48155, M\u00fcnster, NRW, Germany","institution_ids":["https://openalex.org/I22465464"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060779928","display_name":"Dirk Ifenthaler","orcid":"https://orcid.org/0000-0002-2446-6548"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]},{"id":"https://openalex.org/I205640436","display_name":"Curtin University","ror":"https://ror.org/02n415q13","country_code":"AU","type":"education","lineage":["https://openalex.org/I205640436"]}],"countries":["AU","DE"],"is_corresponding":false,"raw_author_name":"Dirk Ifenthaler","raw_affiliation_strings":["Learning, Design and Technology, University of Mannheim, L4, 1, 68161, Mannheim, BW, Germany","UNESCO Co-Chair On Data Science in Higher Education Learning and Teaching, Curtin University, Perth, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2446-6548","affiliations":[{"raw_affiliation_string":"Learning, Design and Technology, University of Mannheim, L4, 1, 68161, Mannheim, BW, Germany","institution_ids":["https://openalex.org/I177802217"]},{"raw_affiliation_string":"UNESCO Co-Chair On Data Science in Higher Education Learning and Teaching, Curtin University, Perth, Australia","institution_ids":["https://openalex.org/I205640436"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.8299,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.9484958,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9976999759674072,"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/T11122","display_name":"Online Learning and Analytics","score":0.9908000230789185,"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/T12500","display_name":"Reflective Practices in Education","score":0.9876999855041504,"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/personalization","display_name":"Personalization","score":0.6458413600921631},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.5964760780334473},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.48098623752593994},{"id":"https://openalex.org/keywords/learning-effect","display_name":"Learning effect","score":0.4180443584918976},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3496606945991516},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.31659913063049316},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.08108294010162354}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6458413600921631},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.5964760780334473},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.48098623752593994},{"id":"https://openalex.org/C10431821","wikidata":"https://www.wikidata.org/wiki/Q6510174","display_name":"Learning effect","level":2,"score":0.4180443584918976},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3496606945991516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31659913063049316},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.08108294010162354},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1186/s40561-025-00407-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-025-00407-z","pdf_url":"https://slejournal.springeropen.com/counter/pdf/10.1186/s40561-025-00407-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:ub-madoc.bib.uni-mannheim.de:70841","is_oa":true,"landing_page_url":null,"pdf_url":"https://madoc.bib.uni-mannheim.de/70841/1/s40561-025-00407-z.pdf","source":{"id":"https://openalex.org/S4306401433","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"},{"id":"pmh:oai:doaj.org/article:7b565c90e9bf4a41a42a97ea72f0fd9b","is_oa":true,"landing_page_url":"https://doaj.org/article/7b565c90e9bf4a41a42a97ea72f0fd9b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Smart Learning Environments, Vol 12, Iss 1, Pp 1-31 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40561-025-00407-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-025-00407-z","pdf_url":"https://slejournal.springeropen.com/counter/pdf/10.1186/s40561-025-00407-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":[{"id":"https://openalex.org/G47352277","display_name":null,"funder_award_id":"21INVI01","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320324159","display_name":"Universit\u00e4t Mannheim","ror":"https://ror.org/031bsb921"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413867889.pdf","grobid_xml":"https://content.openalex.org/works/W4413867889.grobid-xml"},"referenced_works_count":104,"referenced_works":["https://openalex.org/W748583639","https://openalex.org/W933409971","https://openalex.org/W1541634262","https://openalex.org/W1741890539","https://openalex.org/W1788795499","https://openalex.org/W1967940801","https://openalex.org/W1973380764","https://openalex.org/W1996652948","https://openalex.org/W1996933197","https://openalex.org/W2001619142","https://openalex.org/W2016820975","https://openalex.org/W2027107101","https://openalex.org/W2032167823","https://openalex.org/W2035952397","https://openalex.org/W2038934128","https://openalex.org/W2056855771","https://openalex.org/W2057439650","https://openalex.org/W2067121515","https://openalex.org/W2070635017","https://openalex.org/W2075647120","https://openalex.org/W2076522365","https://openalex.org/W2081777295","https://openalex.org/W2099817298","https://openalex.org/W2106866721","https://openalex.org/W2130337868","https://openalex.org/W2166458162","https://openalex.org/W2341453962","https://openalex.org/W2511804196","https://openalex.org/W2537978166","https://openalex.org/W2548994953","https://openalex.org/W2555967446","https://openalex.org/W2759093838","https://openalex.org/W2779537618","https://openalex.org/W2790072486","https://openalex.org/W2798691172","https://openalex.org/W2799837083","https://openalex.org/W2808942252","https://openalex.org/W2810873341","https://openalex.org/W2824875856","https://openalex.org/W2887382619","https://openalex.org/W2891578888","https://openalex.org/W2900656510","https://openalex.org/W2902672511","https://openalex.org/W2946192369","https://openalex.org/W2957412034","https://openalex.org/W2970086029","https://openalex.org/W2970272755","https://openalex.org/W2991211421","https://openalex.org/W2998201671","https://openalex.org/W3001263312","https://openalex.org/W3007924065","https://openalex.org/W3022976661","https://openalex.org/W3031051743","https://openalex.org/W3035991136","https://openalex.org/W3040042844","https://openalex.org/W3081895631","https://openalex.org/W3082247891","https://openalex.org/W3094313545","https://openalex.org/W3094802198","https://openalex.org/W3154058400","https://openalex.org/W3156526939","https://openalex.org/W3159409425","https://openalex.org/W3193482554","https://openalex.org/W3195839829","https://openalex.org/W3200454348","https://openalex.org/W3213316413","https://openalex.org/W4205232619","https://openalex.org/W4214887250","https://openalex.org/W4221131196","https://openalex.org/W4224953581","https://openalex.org/W4234326533","https://openalex.org/W4234509554","https://openalex.org/W4241688965","https://openalex.org/W4280497991","https://openalex.org/W4292457913","https://openalex.org/W4293320576","https://openalex.org/W4296121147","https://openalex.org/W4304588856","https://openalex.org/W4309637085","https://openalex.org/W4311494348","https://openalex.org/W4313001902","https://openalex.org/W4315853177","https://openalex.org/W4323319487","https://openalex.org/W4323966317","https://openalex.org/W4324046044","https://openalex.org/W4361272973","https://openalex.org/W4362696523","https://openalex.org/W4377138701","https://openalex.org/W4380358288","https://openalex.org/W4382241332","https://openalex.org/W4386094106","https://openalex.org/W4387937679","https://openalex.org/W4391814062","https://openalex.org/W4392708211","https://openalex.org/W4393900913","https://openalex.org/W4396671019","https://openalex.org/W4399788697","https://openalex.org/W4400058386","https://openalex.org/W4401133831","https://openalex.org/W4401872315","https://openalex.org/W4404804193","https://openalex.org/W4405330249","https://openalex.org/W6891281399","https://openalex.org/W6927171886"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2109940557","https://openalex.org/W2560936962","https://openalex.org/W2788727012","https://openalex.org/W2466832359","https://openalex.org/W4391210591","https://openalex.org/W1582019636","https://openalex.org/W4388203630","https://openalex.org/W1499005795"],"abstract_inverted_index":{"Abstract":[0],"Technology-enhanced":[1],"personalized":[2,80,96],"learning":[3,13,17,36,44,61,66,127,210,227],"environments":[4],"based":[5,38],"on":[6,39,43,156,173,203,226],"prior":[7,22,41,85,101,175],"knowledge":[8,42,86,102,106,141,157,176,182],"(TEPLEs-PK)":[9],"aim":[10],"at":[11],"supporting":[12],"processes":[14],"by":[15],"tailoring":[16],"activities":[18],"to":[19,34,57,72],"individual":[20],"learners\u2019":[21],"knowledge.":[23],"This":[24],"study":[25,185],"investigated":[26],"the":[27,121,152,199,222],"effects":[28,153,200],"of":[29,74,154,201,206,224],"TEPLEs-PK":[30,137,155,169,192,202,225],"that":[31,136,165,219],"allow":[32],"learners":[33],"skip":[35],"content":[37],"their":[40],"outcomes":[45,228],"in":[46,82,98,115,143,193,229],"continuing":[47],"education":[48],"(CE).":[49],"Participants":[50],"(":[51],"N":[52],"=":[53],"194)":[54],"were":[55,69],"asked":[56],"complete":[58],"a":[59,64,79,95,112,187],"self-paced":[60],"path":[62,128],"within":[63],"14-day":[65],"period":[67],"and":[68,130,147,159,208],"randomly":[70],"assigned":[71],"one":[73],"three":[75],"experimental":[76,122],"conditions:":[77],"(1)":[78],"condition":[81,97,114,123],"which":[83,99,116],"participants\u2019":[84,100,166],"was":[87,103,177],"assessed":[88,104,178],"using":[89,105,179],"self-report":[90,180],"questions":[91,107],"(PSRQ":[92],"condition),":[93,109],"(2)":[94],"(PKQ":[108],"or":[110,181],"(3)":[111],"control":[113],"no":[117],"personalization":[118],"occurred.":[119],"While":[120],"did":[124],"not":[125],"affect":[126,140],"completion":[129],"learner":[131,160],"satisfaction,":[132],"our":[133],"findings":[134],"indicate":[135],"may":[138,220],"positively":[139],"increase":[142,158],"CE.":[144,194,230],"Goal":[145],"orientations":[146],"task":[148],"value":[149],"significantly":[150],"moderated":[151],"satisfaction.":[161],"Exploratory":[162],"analyses":[163],"revealed":[164],"interactions":[167],"with":[168],"might":[170],"differ":[171],"depending":[172],"whether":[174],"questions.":[183],"Our":[184],"provides":[186],"sound":[188],"basis":[189],"for":[190],"implementing":[191],"Future":[195],"research":[196],"should":[197],"investigate":[198],"different":[204],"types":[205],"CE":[207],"various":[209],"paths,":[211],"as":[212,214],"well":[213],"identify":[215],"additional":[216],"motivational":[217],"dispositions":[218],"moderate":[221],"impact":[223]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}