{"id":"https://openalex.org/W4361794460","doi":"https://doi.org/10.1017/s0890060422000270","title":"Towards the conceptual design of ML-enhanced products: the UX value framework and the CoMLUX design process","display_name":"Towards the conceptual design of ML-enhanced products: the UX value framework and the CoMLUX design process","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4361794460","doi":"https://doi.org/10.1017/s0890060422000270"},"language":"en","primary_location":{"id":"doi:10.1017/s0890060422000270","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s0890060422000270","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/23D4B3A9C29036F66C89B1C5A7F2D5DF/S0890060422000270a.pdf/div-class-title-towards-the-conceptual-design-of-ml-enhanced-products-the-ux-value-framework-and-the-comlux-design-process-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/23D4B3A9C29036F66C89B1C5A7F2D5DF/S0890060422000270a.pdf/div-class-title-towards-the-conceptual-design-of-ml-enhanced-products-the-ux-value-framework-and-the-comlux-design-process-div.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036387698","display_name":"Lingyun Sun","orcid":"https://orcid.org/0000-0002-5561-0493"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingyun Sun","raw_affiliation_strings":["Future Design Laboratory of Zhejiang University, Hangzhou, China","Zhejiang University - China Southern Power Grid Joint Research Centre on AI, Zhejiang University, Hangzhou, China","Zhejiang \u2013 Singapore Innovation and AI Joint Research Lab, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Future Design Laboratory of Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University - China Southern Power Grid Joint Research Centre on AI, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I74872605","https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang \u2013 Singapore Innovation and AI Joint Research Lab, Hangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082206666","display_name":"Zhuoshu Li","orcid":"https://orcid.org/0000-0002-2168-7986"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuoshu Li","raw_affiliation_strings":["Zhejiang University - China Southern Power Grid Joint Research Centre on AI, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University - China Southern Power Grid Joint Research Centre on AI, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I74872605","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101454180","display_name":"Zhibin Zhou","orcid":"https://orcid.org/0000-0001-9545-3763"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Zhibin Zhou","raw_affiliation_strings":["School of Design, The Hong Kong Polytechnic University, Hong Kong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056347598","display_name":"Shanghua Lou","orcid":"https://orcid.org/0009-0005-9078-3970"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanghua Lou","raw_affiliation_strings":["Southeast University, Nanjing, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southeast University, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059589102","display_name":"Wenan Li","orcid":"https://orcid.org/0000-0003-2659-1892"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenan Li","raw_affiliation_strings":["Future Design Laboratory of Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Future Design Laboratory of Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100409565","display_name":"Yuyang Zhang","orcid":"https://orcid.org/0000-0001-9207-4039"},"institutions":[{"id":"https://openalex.org/I74872605","display_name":"China Southern Power Grid (China)","ror":"https://ror.org/03hkh9419","country_code":"CN","type":"company","lineage":["https://openalex.org/I74872605"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuyang Zhang","raw_affiliation_strings":["Zhejiang University - China Southern Power Grid Joint Research Centre on AI, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University - China Southern Power Grid Joint Research Centre on AI, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I74872605","https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101454180"],"corresponding_institution_ids":["https://openalex.org/I14243506"],"apc_list":null,"apc_paid":null,"fwci":0.9908,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.75624274,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"37","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9973999857902527,"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":0.9973999857902527,"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/T10672","display_name":"Design Education and Practice","score":0.992900013923645,"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"}},{"id":"https://openalex.org/T11729","display_name":"Product Development and Customization","score":0.9419999718666077,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6273886561393738},{"id":"https://openalex.org/keywords/conceptual-design","display_name":"Conceptual design","score":0.6044207811355591},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5609261393547058},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5553386807441711},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.5478288531303406},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.5409657955169678},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.4908962845802307},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4906105101108551},{"id":"https://openalex.org/keywords/design-process","display_name":"Design process","score":0.4822193384170532},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3946688771247864},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3709118664264679},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.358414888381958},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.2360415756702423},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20696917176246643},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.0843471884727478}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6273886561393738},{"id":"https://openalex.org/C120208923","wikidata":"https://www.wikidata.org/wiki/Q5158435","display_name":"Conceptual design","level":2,"score":0.6044207811355591},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5609261393547058},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5553386807441711},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.5478288531303406},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5409657955169678},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4908962845802307},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4906105101108551},{"id":"https://openalex.org/C48262172","wikidata":"https://www.wikidata.org/wiki/Q16908765","display_name":"Design process","level":3,"score":0.4822193384170532},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3946688771247864},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3709118664264679},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.358414888381958},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.2360415756702423},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20696917176246643},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0843471884727478},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1017/s0890060422000270","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s0890060422000270","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/23D4B3A9C29036F66C89B1C5A7F2D5DF/S0890060422000270a.pdf/div-class-title-towards-the-conceptual-design-of-ml-enhanced-products-the-ux-value-framework-and-the-comlux-design-process-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/101022","is_oa":true,"landing_page_url":"http://hdl.handle.net/10397/101022","pdf_url":"http://ira.lib.polyu.edu.hk/bitstream/10397/101022/1/Zhou_Towards_Conceptual_Design.pdf","source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"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":"Journal/Magazine Article"}],"best_oa_location":{"id":"doi:10.1017/s0890060422000270","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s0890060422000270","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/23D4B3A9C29036F66C89B1C5A7F2D5DF/S0890060422000270a.pdf/div-class-title-towards-the-conceptual-design-of-ml-enhanced-products-the-ux-value-framework-and-the-comlux-design-process-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3616824283","display_name":null,"funder_award_id":"No. 62006208 and No. 62107035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4354544145","display_name":null,"funder_award_id":"62107035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5106161203","display_name":null,"funder_award_id":"No. 62006208","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7134619926","display_name":null,"funder_award_id":"62006208","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G943756684","display_name":null,"funder_award_id":"No. 62107035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4361794460.pdf","grobid_xml":"https://content.openalex.org/works/W4361794460.grobid-xml"},"referenced_works_count":118,"referenced_works":["https://openalex.org/W118417583","https://openalex.org/W175588260","https://openalex.org/W565401094","https://openalex.org/W637581729","https://openalex.org/W1536041129","https://openalex.org/W1563669881","https://openalex.org/W1575333270","https://openalex.org/W1965667542","https://openalex.org/W1968843430","https://openalex.org/W1969733464","https://openalex.org/W1991623514","https://openalex.org/W1995445252","https://openalex.org/W2002707145","https://openalex.org/W2009341740","https://openalex.org/W2009851935","https://openalex.org/W2029187567","https://openalex.org/W2034221733","https://openalex.org/W2035346816","https://openalex.org/W2038550763","https://openalex.org/W2040294426","https://openalex.org/W2041178121","https://openalex.org/W2041791279","https://openalex.org/W2044736331","https://openalex.org/W2046078150","https://openalex.org/W2111628838","https://openalex.org/W2119092499","https://openalex.org/W2121854318","https://openalex.org/W2133270667","https://openalex.org/W2135514714","https://openalex.org/W2140721422","https://openalex.org/W2151126048","https://openalex.org/W2156897926","https://openalex.org/W2166237928","https://openalex.org/W2294710185","https://openalex.org/W2321972046","https://openalex.org/W2328032026","https://openalex.org/W2332079078","https://openalex.org/W2397156396","https://openalex.org/W2417717420","https://openalex.org/W2515258557","https://openalex.org/W2551073420","https://openalex.org/W2569623402","https://openalex.org/W2569677638","https://openalex.org/W2608389450","https://openalex.org/W2609052267","https://openalex.org/W2611748211","https://openalex.org/W2621817783","https://openalex.org/W2686527015","https://openalex.org/W2736758126","https://openalex.org/W2738980700","https://openalex.org/W2751199681","https://openalex.org/W2762559725","https://openalex.org/W2766279925","https://openalex.org/W2791167929","https://openalex.org/W2795398890","https://openalex.org/W2795636034","https://openalex.org/W2806609488","https://openalex.org/W2807910285","https://openalex.org/W2808450727","https://openalex.org/W2883620931","https://openalex.org/W2888275726","https://openalex.org/W2898184137","https://openalex.org/W2908678102","https://openalex.org/W2916904544","https://openalex.org/W2940680165","https://openalex.org/W2942367614","https://openalex.org/W2942662004","https://openalex.org/W2951313693","https://openalex.org/W2955877667","https://openalex.org/W2963704628","https://openalex.org/W2967578682","https://openalex.org/W2970173215","https://openalex.org/W2974817986","https://openalex.org/W2993972757","https://openalex.org/W2994056986","https://openalex.org/W2996061341","https://openalex.org/W3002972902","https://openalex.org/W3004549631","https://openalex.org/W3006404699","https://openalex.org/W3011994957","https://openalex.org/W3014344057","https://openalex.org/W3017229255","https://openalex.org/W3023283491","https://openalex.org/W3027978235","https://openalex.org/W3032875465","https://openalex.org/W3035384232","https://openalex.org/W3041669709","https://openalex.org/W3042124235","https://openalex.org/W3088155791","https://openalex.org/W3093935650","https://openalex.org/W3100471279","https://openalex.org/W3102957420","https://openalex.org/W3119840119","https://openalex.org/W3122548859","https://openalex.org/W3129585613","https://openalex.org/W3135184438","https://openalex.org/W3160618054","https://openalex.org/W3162961988","https://openalex.org/W3163411042","https://openalex.org/W3176912817","https://openalex.org/W3188297796","https://openalex.org/W3191893720","https://openalex.org/W3198684037","https://openalex.org/W4205998585","https://openalex.org/W4206448857","https://openalex.org/W4210922179","https://openalex.org/W4220823256","https://openalex.org/W4239782359","https://openalex.org/W4285732130","https://openalex.org/W4307052467","https://openalex.org/W6604802052","https://openalex.org/W6676235441","https://openalex.org/W6678447481","https://openalex.org/W6774573655","https://openalex.org/W6794424950","https://openalex.org/W6807821722","https://openalex.org/W6829887170","https://openalex.org/W6839938792"],"related_works":["https://openalex.org/W2100127921","https://openalex.org/W2164161222","https://openalex.org/W3128407421","https://openalex.org/W2511685664","https://openalex.org/W3041832338","https://openalex.org/W2137264230","https://openalex.org/W2954680699","https://openalex.org/W2997680173","https://openalex.org/W3173771901","https://openalex.org/W1984822639"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,13,24,63,68,82,90,100,125,129,139],"increasing":[3],"utilization":[4],"of":[5,27,34,41,85,94,128,143],"machine":[6],"learning":[7],"(ML)":[8],"to":[9,19,22],"enhance":[10],"products\u2019":[11],"capabilities,":[12],"design":[14,26,70,108],"research":[15],"community":[16],"has":[17],"begun":[18],"explore":[20],"how":[21,76],"support":[23],"conceptual":[25,50],"ML-enhanced":[28,35,59,86,115],"products.":[29],"However,":[30],"UX":[31,56,64,83],"value":[32,57,65,84],"creation":[33],"products":[36,116],"is":[37],"still":[38],"challenging":[39],"because":[40],"ML's":[42],"unique":[43],"characteristics":[44],"and":[45,67,79,88,92,119,131,137,141],"numerous":[46],"complex":[47],"factors":[48],"in":[49,133],"design.":[51],"To":[52],"help":[53],"designers":[54,97],"create":[55],"for":[58,113],"products,":[60,87],"we":[61,123],"developed":[62],"framework":[66,74,130],"CoMLUX":[69,107],"process.":[71],"The":[72,106],"proposed":[73],"describes":[75],"ML,":[77,95],"stakeholders,":[78],"context":[80],"co-create":[81],"identifies":[89],"growability":[91,118],"opacity":[93],"helping":[96],"systematically":[98],"understand":[99],"co-creators":[101],"while":[102],"avoiding":[103],"cognitive":[104],"overload.":[105],"process":[109,132],"provides":[110],"practical":[111],"guidance":[112],"designing":[114],"with":[117],"transparency.":[120],"At":[121],"last,":[122],"demonstrate":[124],"usage":[126],"methods":[127],"an":[134],"actual":[135],"project":[136],"summarize":[138],"inspirations":[140],"limitations":[142],"our":[144],"work.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}