{"id":"https://openalex.org/W4399981868","doi":"https://doi.org/10.1007/s11412-024-09425-4","title":"Collaborative Problem-Solving in Knowledge-Rich Domains: A Multi-Study Structural Equation Model","display_name":"Collaborative Problem-Solving in Knowledge-Rich Domains: A Multi-Study Structural Equation Model","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4399981868","doi":"https://doi.org/10.1007/s11412-024-09425-4"},"language":"en","primary_location":{"id":"doi:10.1007/s11412-024-09425-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11412-024-09425-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11412-024-09425-4.pdf","source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11412-024-09425-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080371768","display_name":"Laura Brandl","orcid":"https://orcid.org/0000-0001-7974-7892"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Laura Brandl","raw_affiliation_strings":["Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016857737","display_name":"Matthias Stadler","orcid":"https://orcid.org/0000-0001-8241-8723"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Stadler","raw_affiliation_strings":["Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany","Institute of Medical Education, LMU University Hospital, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Institute of Medical Education, LMU University Hospital, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046452418","display_name":"Constanze Richters","orcid":"https://orcid.org/0000-0003-1593-3543"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Constanze Richters","raw_affiliation_strings":["Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059164005","display_name":"Anika Radkowitsch","orcid":"https://orcid.org/0000-0001-7568-2366"},"institutions":[{"id":"https://openalex.org/I4210085968","display_name":"Leibniz Institute for Science and Mathematics Education","ror":"https://ror.org/008n8dd57","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210085968"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anika Radkowitsch","raw_affiliation_strings":["IPN Leibniz Institute for Science and Mathematics Education, Department of Mathematics Education, Kiel, Germany"],"affiliations":[{"raw_affiliation_string":"IPN Leibniz Institute for Science and Mathematics Education, Department of Mathematics Education, Kiel, Germany","institution_ids":["https://openalex.org/I4210085968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079815565","display_name":"Martin R. Fischer","orcid":"https://orcid.org/0000-0002-5299-5025"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin R. Fischer","raw_affiliation_strings":["Institute of Medical Education, LMU University Hospital, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Medical Education, LMU University Hospital, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001664010","display_name":"Ralf Schmidmaier","orcid":"https://orcid.org/0000-0003-3541-3588"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]},{"id":"https://openalex.org/I3018771216","display_name":"LMU Klinikum","ror":"https://ror.org/02jet3w32","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ralf Schmidmaier","raw_affiliation_strings":["Medizinische Klinik und Poliklinik IV, LMU University Hospital, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Medizinische Klinik und Poliklinik IV, LMU University Hospital, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany","institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005995116","display_name":"Frank Fischer","orcid":"https://orcid.org/0000-0003-0253-659X"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frank Fischer","raw_affiliation_strings":["Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Leopoldstr. 13, 80802, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5080371768"],"corresponding_institution_ids":["https://openalex.org/I8204097"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":4.8086,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.94791468,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"19","issue":"3","first_page":"341","last_page":"368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9954000115394592,"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":0.9954000115394592,"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/T10970","display_name":"Team Dynamics and Performance","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T14040","display_name":"Problem Solving Skills Development","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/3616","display_name":"Speech and Hearing"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/structural-equation-modeling","display_name":"Structural equation modeling","score":0.8177599906921387},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46870607137680054},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.07967907190322876}],"concepts":[{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.8177599906921387},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46870607137680054},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.07967907190322876}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11412-024-09425-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11412-024-09425-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11412-024-09425-4.pdf","source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"journal-article"},{"id":"pmh:oai:epub.ub.uni-muenchen.de:125860","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bvb:19-epub-125860-5","pdf_url":"https://epub.ub.uni-muenchen.de/125860/1/s11412-024-09425-4.pdf","source":{"id":"https://openalex.org/S4306401845","display_name":"Open access LMU (Ludwid Maxmilian's Universitat Munchen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I8204097","host_organization_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","host_organization_lineage":["https://openalex.org/I8204097"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"NonPeerReviewed"}],"best_oa_location":{"id":"doi:10.1007/s11412-024-09425-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11412-024-09425-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11412-024-09425-4.pdf","source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.46000000834465027,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G5106512922","display_name":null,"funder_award_id":"Deutsche Forschungsgemeinschaft (DFG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7273739578","display_name":null,"funder_award_id":"FI 792/11-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7547399421","display_name":null,"funder_award_id":"FI 292/11-2","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8330397625","display_name":null,"funder_award_id":"Funding","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8833471891","display_name":null,"funder_award_id":"FOR 2385","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8928656450","display_name":null,"funder_award_id":"Projekt DEAL","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320323390","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399981868.pdf"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W200875903","https://openalex.org/W642331298","https://openalex.org/W1004033754","https://openalex.org/W1551289443","https://openalex.org/W1561373080","https://openalex.org/W1916471347","https://openalex.org/W1973591033","https://openalex.org/W1995668397","https://openalex.org/W2006416612","https://openalex.org/W2024166406","https://openalex.org/W2049890080","https://openalex.org/W2087077500","https://openalex.org/W2090249985","https://openalex.org/W2109020245","https://openalex.org/W2114509888","https://openalex.org/W2120352702","https://openalex.org/W2127015553","https://openalex.org/W2128922142","https://openalex.org/W2131370811","https://openalex.org/W2131910319","https://openalex.org/W2143130620","https://openalex.org/W2153691814","https://openalex.org/W2169215971","https://openalex.org/W2305855202","https://openalex.org/W2329626924","https://openalex.org/W2330566212","https://openalex.org/W2507030775","https://openalex.org/W2560610076","https://openalex.org/W2600794916","https://openalex.org/W2619212239","https://openalex.org/W2623179640","https://openalex.org/W2623703952","https://openalex.org/W2675898262","https://openalex.org/W2805036395","https://openalex.org/W2885004287","https://openalex.org/W2902754622","https://openalex.org/W2903405913","https://openalex.org/W2905074406","https://openalex.org/W2911290735","https://openalex.org/W2917584257","https://openalex.org/W2921739915","https://openalex.org/W2950300510","https://openalex.org/W2955375648","https://openalex.org/W2981459169","https://openalex.org/W3000738057","https://openalex.org/W3011347971","https://openalex.org/W3031582471","https://openalex.org/W3039285609","https://openalex.org/W3089049331","https://openalex.org/W3092458040","https://openalex.org/W3153441175","https://openalex.org/W4211067239","https://openalex.org/W4211094382","https://openalex.org/W4238107008","https://openalex.org/W4241775175","https://openalex.org/W4288060548","https://openalex.org/W4308416323","https://openalex.org/W4365443924","https://openalex.org/W4388195566","https://openalex.org/W4388196565","https://openalex.org/W4391279768","https://openalex.org/W4392164150","https://openalex.org/W7005744558","https://openalex.org/W7067669566"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2024934382","https://openalex.org/W2303173273","https://openalex.org/W2513767888","https://openalex.org/W3147308590","https://openalex.org/W1528049813","https://openalex.org/W1968285868","https://openalex.org/W2364043478","https://openalex.org/W4388140417"],"abstract_inverted_index":{"Abstract":[0],"Collaborative":[1,13],"skills":[2],"are":[3,171,186],"crucial":[4],"in":[5,95,174,178,182],"knowledge-rich":[6],"domains,":[7],"such":[8],"as":[9,38,40],"medical":[10,114],"diagnosing.":[11],"The":[12,78,166],"Diagnostic":[14],"Reasoning":[15],"(CDR)":[16],"model":[17,88,120,206],"emphasizes":[18],"the":[19,66,86,103,106,141,158,194,204,220,236],"importance":[20,195],"of":[21,80,144,157,196,238],"high-quality":[22],"collaborative":[23,179],"diagnostic":[24,51,73,138,164],"activities":[25],"(CDAs;":[26],"e.g.,":[27],"evidence":[28],"elicitation":[29,224],"and":[30,35,49,65,72,99,105,132,134,137,149,190,218,225],"sharing),":[31],"influenced":[32,187],"by":[33,89,188,207],"content":[34,148,189],"collaboration":[36,150,191,198,212],"knowledge":[37,151,213],"well":[39],"more":[41,230],"general":[42],"social":[43,216],"skills,":[44,217],"to":[45,84,100,163,211,240],"achieve":[46],"accurate,":[47],"justified,":[48],"efficient":[50],"outcomes":[52,74],"(Radkowitsch":[53],"et":[54],"al.,":[55],"2022).":[56],"However,":[57],"it":[58],"has":[59],"not":[60],"yet":[61],"been":[62],"empirically":[63],"tested,":[64],"relationships":[67,128],"between":[68,129,135],"individual":[69,130,159],"characteristics,":[70],"CDAs,":[71,133,155],"remain":[75],"largely":[76],"unexplored.":[77],"aim":[79],"this":[81],"study":[82,167],"was":[83],"test":[85],"CDR":[87,205,242],"analyzing":[90],"data":[91],"from":[92],"three":[93],"studies":[94],"a":[96,117],"simulation-based":[97,183],"environment":[98],"better":[101],"understand":[102],"construct":[104],"processes":[107],"involved":[108],"(":[109],"N":[110],"=":[111],"504":[112],"intermediate":[113],"students)":[115],"using":[116],"structural":[118],"equation":[119],"including":[121],"indirect":[122],"effects.":[123],"We":[124,201],"found":[125],"various":[126],"stable":[127],"characteristics":[131,160],"CDAs":[136,170,185,221,239],"outcome,":[139],"highlighting":[140,193],"multidimensional":[142],"nature":[143],"CDR.":[145],"While":[146],"both":[147],"were":[152],"important":[153,172],"for":[154],"none":[156],"directly":[161],"related":[162],"outcome.":[165],"suggests":[168],"that":[169],"factors":[173],"achieving":[175],"successful":[176],"diagnoses":[177],"contexts,":[180],"particularly":[181],"settings.":[184],"knowledge,":[192],"understanding":[197],"partners\u2019":[199],"knowledge.":[200],"propose":[202],"revising":[203],"assigning":[208],"higher":[209],"priority":[210],"compared":[214],"with":[215,227],"dividing":[219],"into":[222],"information":[223],"sharing,":[226],"sharing":[228],"being":[229],"transactive.":[231],"Training":[232],"should":[233],"focus":[234],"on":[235],"development":[237],"improve":[241],"skills.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}