{"id":"https://openalex.org/W7151378094","doi":"https://doi.org/10.1016/j.displa.2026.103435","title":"Exploring developmental pathways in LLM-empowered affective design","display_name":"Exploring developmental pathways in LLM-empowered affective design","publication_year":2026,"publication_date":"2026-04-07","ids":{"openalex":"https://openalex.org/W7151378094","doi":"https://doi.org/10.1016/j.displa.2026.103435"},"language":"en","primary_location":{"id":"doi:10.1016/j.displa.2026.103435","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.displa.2026.103435","pdf_url":null,"source":{"id":"https://openalex.org/S191329154","display_name":"Displays","issn_l":"0141-9382","issn":["0141-9382","1872-7387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Displays","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.displa.2026.103435","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133089893","display_name":"Junyi Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]},{"id":"https://openalex.org/I4210152946","display_name":"Jiangnan Industry Group (China)","ror":"https://ror.org/050j7g273","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210152946"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyi Lu","raw_affiliation_strings":["Jiangnan University School of Design, China"],"raw_orcid":"https://orcid.org/0009-0002-5381-1790","affiliations":[{"raw_affiliation_string":"Jiangnan University School of Design, China","institution_ids":["https://openalex.org/I111599522","https://openalex.org/I4210152946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133075279","display_name":"Lei Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Lei Shi","raw_affiliation_strings":["Newcastle University School of Computing, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-7119-3207","affiliations":[{"raw_affiliation_string":"Newcastle University School of Computing, United Kingdom","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133081771","display_name":"Yuan Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Liu","raw_affiliation_strings":["Jiangnan University School of Artificial Intelligence and Computer Science, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangnan University School of Artificial Intelligence and Computer Science, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067303763","display_name":"Ruimin Lyu","orcid":"https://orcid.org/0000-0002-5107-7118"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruimin Lyu","raw_affiliation_strings":["Jiangnan University School of Artificial Intelligence and Computer Science, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangnan University School of Artificial Intelligence and Computer Science, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5133098731","display_name":"Guoying Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoying Yang","raw_affiliation_strings":["Shenzhen University of Advanced Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen University of Advanced Technology, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4210152380"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5133075279"],"corresponding_institution_ids":["https://openalex.org/I84884186"],"apc_list":{"value":2450,"currency":"USD","value_usd":2450},"apc_paid":{"value":2450,"currency":"USD","value_usd":2450},"fwci":9.2877,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.96778812,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"94","issue":null,"first_page":"103435","last_page":"103435"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.19820000231266022,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.19820000231266022,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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":0.09780000150203705,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.06870000064373016,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.23909999430179596},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.218299999833107}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.664900004863739},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4763999879360199},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.40070000290870667},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.2980000078678131},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.26660001277923584},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.23909999430179596},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.23559999465942383},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.218299999833107},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.19939999282360077},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.19419999420642853}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.displa.2026.103435","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.displa.2026.103435","pdf_url":null,"source":{"id":"https://openalex.org/S191329154","display_name":"Displays","issn_l":"0141-9382","issn":["0141-9382","1872-7387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Displays","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.displa.2026.103435","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.displa.2026.103435","pdf_url":null,"source":{"id":"https://openalex.org/S191329154","display_name":"Displays","issn_l":"0141-9382","issn":["0141-9382","1872-7387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Displays","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.5189230442047119}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1973733364","https://openalex.org/W1985867508","https://openalex.org/W2002055708","https://openalex.org/W2003427268","https://openalex.org/W2031669843","https://openalex.org/W2049864245","https://openalex.org/W2117645142","https://openalex.org/W2131314315","https://openalex.org/W2133443878","https://openalex.org/W2146334809","https://openalex.org/W2518826713","https://openalex.org/W2584561145","https://openalex.org/W2745497104","https://openalex.org/W2762843888","https://openalex.org/W2804732499","https://openalex.org/W2897042519","https://openalex.org/W2916904544","https://openalex.org/W2963686995","https://openalex.org/W3082725239","https://openalex.org/W3133702157","https://openalex.org/W3212368439","https://openalex.org/W4231399809","https://openalex.org/W4247205299","https://openalex.org/W4379259169","https://openalex.org/W4387126705","https://openalex.org/W4388208682","https://openalex.org/W4389263544","https://openalex.org/W4390965895","https://openalex.org/W4395021301","https://openalex.org/W4395702448","https://openalex.org/W4396831952","https://openalex.org/W4396977129","https://openalex.org/W4399322270","https://openalex.org/W4400106431","https://openalex.org/W4400653998","https://openalex.org/W4401832737","https://openalex.org/W4401863339","https://openalex.org/W4402889298","https://openalex.org/W4403713262","https://openalex.org/W4406384926","https://openalex.org/W4406481236","https://openalex.org/W4407703496","https://openalex.org/W4408361331","https://openalex.org/W4408413603","https://openalex.org/W4412604321","https://openalex.org/W4414603049","https://openalex.org/W4415404858"],"related_works":[],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"augmented":[4],"emotion":[5,43,73,75,114],"research":[6],"is":[7],"emerging":[8],"as":[9],"a":[10,34,53,85],"pivotal":[11],"hotspot":[12],"in":[13],"the":[14,62,136],"fields":[15],"of":[16,66,98,139],"affective":[17],"computing":[18],"and":[19,45,70,77,79,81,116,124,132],"human\u2013computer":[20],"interaction.":[21],"However,":[22],"existing":[23],"studies":[24,44],"focus":[25],"predominantly":[26],"on":[27],"practical":[28,133],"applications,":[29],"lacking":[30],"systematic":[31],"reviews":[32],"from":[33],"design":[35,122],"perspective.":[36],"This":[37],"paper":[38],"systematically":[39],"synthesises":[40],"72":[41],"LLMs-assisted":[42],"83":[46],"traditional":[47],"Affective":[48,140],"Design":[49],"(AD)":[50],"publications,":[51],"constructing":[52],"reusable":[54],"Emo-LLMs":[55],"corpus.":[56],"We":[57],"clarify":[58],"how":[59],"LLMs":[60],"reshape":[61],"four":[63],"core":[64],"steps":[65],"AD,":[67],"namely":[68],"scenario":[69],"task":[71],"analysis,":[72],"modelling,":[74],"mapping,":[76],"evaluation":[78],"iteration,":[80],"distil":[82],"them":[83],"into":[84],"theoretical":[86,130],"workflow":[87],"termed":[88],"Semantic":[89],"Closed-Loop":[90],"Rapid":[91],"Co-creation":[92],"(SCRC)":[93],"for":[94,135],"organising":[95],"diverse":[96],"patterns":[97],"AD":[99],"iteration.":[100],"Our":[101],"survey":[102],"reveals":[103],"three":[104],"primary":[105],"capability":[106],"enhancements":[107],"afforded":[108],"by":[109],"LLMs:":[110],"semantic":[111],"distillation,":[112],"plug-and-play":[113],"perception,":[115],"real-time":[117],"self-supervised":[118],"evaluation.":[119],"The":[120],"LLM-centric":[121],"methodologies":[123],"analytical":[125],"frameworks":[126],"proposed":[127],"herein":[128],"provide":[129],"underpinnings":[131],"references":[134],"sustained":[137],"evolution":[138],"Design.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2026-04-08T00:00:00"}
