{"id":"https://openalex.org/W7133240370","doi":"https://doi.org/10.3390/info17030243","title":"Limits of Computational Selection and Their Implications for Human\u2013AI Divergence in Convergent Creativity","display_name":"Limits of Computational Selection and Their Implications for Human\u2013AI Divergence in Convergent Creativity","publication_year":2026,"publication_date":"2026-03-02","ids":{"openalex":"https://openalex.org/W7133240370","doi":"https://doi.org/10.3390/info17030243"},"language":"en","primary_location":{"id":"doi:10.3390/info17030243","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info17030243","pdf_url":"https://www.mdpi.com/2078-2489/17/3/243/pdf?version=1772441634","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/17/3/243/pdf?version=1772441634","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5127853363","display_name":"Sungwook Jung","orcid":null},"institutions":[{"id":"https://openalex.org/I1284762954","display_name":"Zhejiang A & F University","ror":"https://ror.org/02vj4rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I1284762954"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sungwook Jung","raw_affiliation_strings":["Department of Industrial Design, College of Art and Design, Zhejiang A&F University, Hangzhou 311300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Design, College of Art and Design, Zhejiang A&F University, Hangzhou 311300, China","institution_ids":["https://openalex.org/I1284762954"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115761090","display_name":"Ken Nah","orcid":null},"institutions":[{"id":"https://openalex.org/I94588446","display_name":"Hongik University","ror":"https://ror.org/00egdv862","country_code":"KR","type":"education","lineage":["https://openalex.org/I94588446"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Ken Nah","raw_affiliation_strings":["International Design Trend Center, Hongik University, Seoul 04068, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0000-2814-0847","affiliations":[{"raw_affiliation_string":"International Design Trend Center, Hongik University, Seoul 04068, Republic of Korea","institution_ids":["https://openalex.org/I94588446"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5115761090"],"corresponding_institution_ids":["https://openalex.org/I94588446"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21021962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"3","first_page":"243","last_page":"243"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11079","display_name":"Creativity in Education and Neuroscience","score":0.32280001044273376,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11079","display_name":"Creativity in Education and Neuroscience","score":0.32280001044273376,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11574","display_name":"Artificial Intelligence in Games","score":0.14190000295639038,"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"}},{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.07999999821186066,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7310000061988831},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6973000168800354},{"id":"https://openalex.org/keywords/creativity","display_name":"Creativity","score":0.6643999814987183},{"id":"https://openalex.org/keywords/convergent-thinking","display_name":"Convergent thinking","score":0.6620000004768372},{"id":"https://openalex.org/keywords/divergence","display_name":"Divergence (linguistics)","score":0.6218000054359436},{"id":"https://openalex.org/keywords/ideation","display_name":"Ideation","score":0.5590999722480774},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.43299999833106995}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7310000061988831},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6973000168800354},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.6643999814987183},{"id":"https://openalex.org/C171560490","wikidata":"https://www.wikidata.org/wiki/Q3374857","display_name":"Convergent thinking","level":4,"score":0.6620000004768372},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.6218000054359436},{"id":"https://openalex.org/C170477896","wikidata":"https://www.wikidata.org/wiki/Q17039022","display_name":"Ideation","level":2,"score":0.5590999722480774},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.48579999804496765},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4848000109195709},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44600000977516174},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.43299999833106995},{"id":"https://openalex.org/C114115404","wikidata":"https://www.wikidata.org/wiki/Q1993172","display_name":"Divergent thinking","level":3,"score":0.4059000015258789},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3698999881744385},{"id":"https://openalex.org/C121244757","wikidata":"https://www.wikidata.org/wiki/Q1783487","display_name":"Convergent validity","level":4,"score":0.36410000920295715},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3458000123500824},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.34549999237060547},{"id":"https://openalex.org/C62142553","wikidata":"https://www.wikidata.org/wiki/Q200312","display_name":"Convergent evolution","level":4,"score":0.31850001215934753},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31470000743865967},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.30329999327659607},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.2912999987602234},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C150672426","wikidata":"https://www.wikidata.org/wiki/Q191183","display_name":"Brainstorming","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.26899999380111694}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info17030243","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info17030243","pdf_url":"https://www.mdpi.com/2078-2489/17/3/243/pdf?version=1772441634","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c323fba41fd54e5c92c88c30722a975e","is_oa":true,"landing_page_url":"https://doaj.org/article/c323fba41fd54e5c92c88c30722a975e","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":"Information, Vol 17, Iss 3, p 243 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info17030243","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info17030243","pdf_url":"https://www.mdpi.com/2078-2489/17/3/243/pdf?version=1772441634","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.46033695340156555,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7133240370.pdf","grobid_xml":"https://content.openalex.org/works/W7133240370.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W257175075","https://openalex.org/W1978662219","https://openalex.org/W1981463101","https://openalex.org/W1991324021","https://openalex.org/W2053154970","https://openalex.org/W2072371360","https://openalex.org/W2074630943","https://openalex.org/W2080716770","https://openalex.org/W2100199469","https://openalex.org/W2104428852","https://openalex.org/W2125934404","https://openalex.org/W2140543255","https://openalex.org/W2141403362","https://openalex.org/W2965970765","https://openalex.org/W2970641574","https://openalex.org/W3011186445","https://openalex.org/W3081924543","https://openalex.org/W3134138028","https://openalex.org/W3197347140","https://openalex.org/W4247568817","https://openalex.org/W4285042490","https://openalex.org/W4317464833","https://openalex.org/W4366070563","https://openalex.org/W4379797954","https://openalex.org/W4388277090","https://openalex.org/W4388448486","https://openalex.org/W4391133530","https://openalex.org/W4391713912","https://openalex.org/W4391855109","https://openalex.org/W4391876619","https://openalex.org/W4399362834","https://openalex.org/W4407432998","https://openalex.org/W4407706105","https://openalex.org/W4409049966","https://openalex.org/W4411873141","https://openalex.org/W4412502691","https://openalex.org/W4413735306","https://openalex.org/W4413735487","https://openalex.org/W4415213269"],"related_works":[],"abstract_inverted_index":{"This":[0,54,230],"study":[1,39],"investigated":[2],"whether":[3],"humans":[4,112],"and":[5,48,85,94,107,113,139,168,189,211,222],"generative":[6,36],"Large":[7],"Language":[8],"Models":[9],"(LLMs)":[10],"exhibit":[11],"similar":[12],"performance":[13],"in":[14,19,27,158,177],"divergent":[15,99],"ideation":[16],"but":[17],"diverge":[18],"convergent":[20,121,178,233],"selection.":[21],"To":[22],"address":[23],"the":[24,41,67,125,180],"critical":[25],"oversight":[26],"current":[28],"AI":[29,169,204],"creativity":[30],"research,":[31],"which":[32],"predominantly":[33],"focuses":[34],"on":[35,136],"output,":[37],"this":[38],"introduces":[40],"original":[42],"conceptual":[43],"framework":[44],"of":[45,70],"\u2018Selection":[46],"Alignment\u2019":[47],"a":[49,62,172,226],"\u2018novel":[50],"dual-phase":[51],"experimental":[52],"protocol.\u2019":[53],"research":[55],"transcends":[56],"traditional":[57],"generation-centric":[58],"evaluations":[59],"to":[60,97],"establish":[61],"new":[63],"paradigm":[64],"for":[65,187,191,241],"assessing":[66],"evaluative":[68],"stage":[69],"creativity.":[71],"A":[72],"controlled":[73],"experiment":[74],"involved":[75],"240":[76],"design":[77,109],"professionals":[78],"(120":[79],"idea":[80,117],"generators,":[81],"120":[82],"independent":[83],"selectors)":[84],"two":[86],"LLM":[87],"agents":[88],"(GPT-4o,":[89],"Gemini":[90],"1.5":[91],"Pro).":[92],"Participants":[93],"LLMs":[95,114],"responded":[96],"identical":[98],"prompts,":[100],"including":[101],"10":[102,108],"Alternative":[103],"Uses":[104],"Task-style":[105],"prompts":[106],"problems.":[110],"Both":[111],"generated":[115],"candidate":[116],"pools,":[118],"then":[119],"performed":[120],"selection":[122,234,251],"by":[123,209,220],"choosing":[124],"top":[126],"five":[127],"items":[128],"per":[129],"prompt.":[130],"Idea":[131],"generation":[132,159],"was":[133,175,185],"evaluated":[134],"based":[135],"Fluency,":[137],"Flexibility,":[138],"Semantic":[140],"Breadth.":[141],"Selection":[142],"outcomes":[143],"were":[144,206,217],"compared":[145],"using":[146],"top-5":[147,183],"overlap":[148,184,201],"rates":[149],"derived":[150],"from":[151],"semantic":[152],"clustering.":[153],"The":[154],"results":[155],"indicated":[156],"near-parity":[157],"metrics,":[160,213],"showing":[161],"no":[162],"statistically":[163],"significant":[164,239],"differences":[165],"between":[166],"human":[167,215,247],"outputs.":[170],"However,":[171],"substantial":[173],"divergence":[174],"observed":[176],"selection:":[179],"mean":[181,200],"human\u2013AI":[182,236],"19.2%":[186],"Model-A":[188],"22.4%":[190],"Model-B,":[192],"both":[193],"significantly":[194],"below":[195],"permutation-based":[196],"chance":[197],"levels":[198],"(null":[199],"\u2248":[202],"35%).":[203],"selections":[205],"strongly":[207],"predicted":[208,219],"embedding-":[210],"probability-based":[212],"while":[214],"choices":[216],"better":[218],"context-":[221],"experience-based":[223],"criteria,":[224],"highlighting":[225],"fundamental":[227],"mechanistic":[228],"divide.":[229],"suggests":[231],"that":[232,245],"amplifies":[235],"divergence,":[237],"carrying":[238],"implications":[240],"designing":[242],"co-creative":[243],"interfaces":[244],"integrate":[246],"experience":[248],"into":[249],"AI\u2019s":[250],"mechanisms.":[252]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-03-03T00:00:00"}
