{"id":"https://openalex.org/W4412974610","doi":"https://doi.org/10.3389/frai.2025.1590105","title":"Evaluation of large language model-driven AutoML in data and model management from human-centered perspective","display_name":"Evaluation of large language model-driven AutoML in data and model management from human-centered perspective","publication_year":2025,"publication_date":"2025-08-05","ids":{"openalex":"https://openalex.org/W4412974610","doi":"https://doi.org/10.3389/frai.2025.1590105","pmid":"https://pubmed.ncbi.nlm.nih.gov/40838130"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2025.1590105","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1590105","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1590105/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1590105/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jiapeng Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I146620803","display_name":"Wenzhou University","ror":"https://ror.org/020hxh324","country_code":"CN","type":"education","lineage":["https://openalex.org/I146620803"]},{"id":"https://openalex.org/I4400573270","display_name":"Wenzhou University of Technology","ror":"https://ror.org/03dd7qj98","country_code":null,"type":"education","lineage":["https://openalex.org/I4400573270"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiapeng Yao","raw_affiliation_strings":["School of Data Science and Artificial Intelligence, Wenzhou University of Technology, Wenzhou, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Data Science and Artificial Intelligence, Wenzhou University of Technology, Wenzhou, Zhejiang, China","institution_ids":["https://openalex.org/I146620803","https://openalex.org/I4400573270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101866816","display_name":"Lantian Zhang","orcid":"https://orcid.org/0009-0003-3262-4491"},"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":"Lantian Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051961667","display_name":"Jiping Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086096","display_name":"Haikou City People's Hospital","ror":"https://ror.org/00ha5jx35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210086096"]},{"id":"https://openalex.org/I4210109801","display_name":"Hainan Modern Women and Children's Hospital","ror":"https://ror.org/01x48j266","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210109801"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiping Huang","raw_affiliation_strings":["Haikou Qiongzhou Women's and Children's Hospital, Haikou, Hainan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Haikou Qiongzhou Women's and Children's Hospital, Haikou, Hainan, China","institution_ids":["https://openalex.org/I4210086096","https://openalex.org/I4210109801"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I146620803","https://openalex.org/I4400573270"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":3.7933,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.93363148,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"8","issue":null,"first_page":"1590105","last_page":"1590105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.998199999332428,"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/T10028","display_name":"Topic Modeling","score":0.9932000041007996,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7502624988555908},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.680050253868103},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6507592797279358},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5153917074203491},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40651702880859375},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3834232687950134}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7502624988555908},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.680050253868103},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6507592797279358},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5153917074203491},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40651702880859375},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3834232687950134},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2025.1590105","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1590105","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1590105/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:40838130","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40838130","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:doaj.org/article:fcd0cfa502144904b117362f5a1ebf6f","is_oa":true,"landing_page_url":"https://doaj.org/article/fcd0cfa502144904b117362f5a1ebf6f","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":"Frontiers in Artificial Intelligence, Vol 8 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12362983","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12362983","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Front Artif Intell","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/frai.2025.1590105","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1590105","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1590105/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412974610.pdf","grobid_xml":"https://content.openalex.org/works/W4412974610.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2182361439","https://openalex.org/W2194775991","https://openalex.org/W2251939518","https://openalex.org/W2553303224","https://openalex.org/W2585240214","https://openalex.org/W2775233965","https://openalex.org/W2948715311","https://openalex.org/W2964024268","https://openalex.org/W3038962616","https://openalex.org/W3139250374","https://openalex.org/W3177813494","https://openalex.org/W4213308398","https://openalex.org/W4252731897","https://openalex.org/W4287024925","https://openalex.org/W4287826698","https://openalex.org/W4313049560","https://openalex.org/W4321162272","https://openalex.org/W4321524264","https://openalex.org/W4362454177","https://openalex.org/W4372272770","https://openalex.org/W4381785650","https://openalex.org/W4385486090","https://openalex.org/W4385572142","https://openalex.org/W4386158703","https://openalex.org/W4386562916","https://openalex.org/W4387640485","https://openalex.org/W4394927283","https://openalex.org/W4402703807","https://openalex.org/W4402711364","https://openalex.org/W4402835670","https://openalex.org/W4402985132","https://openalex.org/W4403791334","https://openalex.org/W4403885480","https://openalex.org/W4404396464","https://openalex.org/W4404592654","https://openalex.org/W4405396941","https://openalex.org/W4406262333","https://openalex.org/W4407404178","https://openalex.org/W4407551092","https://openalex.org/W4415061858","https://openalex.org/W4415061873","https://openalex.org/W6604629408","https://openalex.org/W6685961532","https://openalex.org/W6729956949","https://openalex.org/W6762903864","https://openalex.org/W6762931045","https://openalex.org/W6766225098","https://openalex.org/W6774581290","https://openalex.org/W6783868644","https://openalex.org/W6798182279","https://openalex.org/W6800166007","https://openalex.org/W6804059111","https://openalex.org/W6848178237","https://openalex.org/W6851335697","https://openalex.org/W6852417765","https://openalex.org/W6856334306","https://openalex.org/W6862961812","https://openalex.org/W6863024007","https://openalex.org/W6866498526","https://openalex.org/W6871137836","https://openalex.org/W6871181698","https://openalex.org/W6871880335","https://openalex.org/W6872008754","https://openalex.org/W6872333957","https://openalex.org/W6872679585","https://openalex.org/W6872823725","https://openalex.org/W6873106570","https://openalex.org/W6873607958","https://openalex.org/W6873689019","https://openalex.org/W6877079079","https://openalex.org/W6891979677","https://openalex.org/W6929229033"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2383111961","https://openalex.org/W2365952365","https://openalex.org/W2352448290","https://openalex.org/W2380820513","https://openalex.org/W2913146933","https://openalex.org/W2372385138","https://openalex.org/W4296359239","https://openalex.org/W2101155126","https://openalex.org/W2043093291"],"abstract_inverted_index":{"As":[0],"organizations":[1,42,185,223],"increasingly":[2],"seek":[3],"to":[4,20,76,86,226],"leverage":[5],"machine":[6],"learning":[7,204],"(ML)":[8],"capabilities,":[9],"the":[10,36,67,116,161],"technical":[11,63,91,162,220],"complexity":[12],"of":[13,38,70,110],"implementing":[14],"ML":[15,39,104,228],"solutions":[16],"creates":[17],"significant":[18,84],"barriers":[19],"adoption":[21],"and":[22,62,90,128,144,200],"impacts":[23],"operational":[24],"efficiency.":[25],"This":[26],"research":[27,81],"examines":[28],"how":[29,154],"Large":[30],"Language":[31],"Models":[32],"(LLMs)":[33],"can":[34,101,158],"transform":[35],"accessibility":[37],"technologies":[40],"within":[41],"through":[43],"a":[44,52,224],"human-centered":[45],"Automated":[46],"Machine":[47],"Learning":[48],"(AutoML)":[49],"approach.":[50],"Through":[51],"comprehensive":[53],"user":[54],"study":[55],"involving":[56],"15":[57],"professionals":[58],"across":[59,175],"various":[60],"roles":[61],"backgrounds,":[64],"we":[65,94,152,180,207],"evaluate":[66],"organizational":[68],"impact":[69],"an":[71,215],"LLM-based":[72,99],"AutoML":[73],"framework":[74],"compared":[75],"traditional":[77],"implementation":[78,105,168],"methods.":[79],"Our":[80],"offers":[82],"four":[83],"contributions":[85],"both":[87],"management":[88],"practice":[89],"innovation:":[92],"First,":[93],"present":[95],"pioneering":[96],"evidence":[97],"that":[98,191],"interfaces":[100,157],"dramatically":[102],"improve":[103],"success":[106],"rates,":[107],"with":[108,119],"93.34%":[109],"users":[111],"achieved":[112],"superior":[113],"performance":[114,142],"in":[115,165],"LLM":[117],"condition,":[118],"46.67%":[120,129],"showing":[121,190],"higher":[122,132],"accuracy":[123,133,174],"(10%-25%":[124],"improvement":[125,135],"over":[126,136],"baseline)":[127],"demonstrating":[130],"significantly":[131,201],"(>25%":[134],"baseline),":[137],"while":[138,172],"6.67%":[139],"maintained":[140],"comparable":[141],"levels;":[143],"60%":[145],"reporting":[146],"substantially":[147],"reduced":[148,194],"development":[149],"time.":[150],"Second,":[151],"demonstrate":[153],"natural":[155,212],"language":[156,213],"effectively":[159],"bridge":[160],"skills":[163],"gap":[164],"organizations,":[166],"cutting":[167],"time":[169,197],"by":[170,198],"50%":[171],"improving":[173],"all":[176],"expertise":[177],"levels.":[178],"Third,":[179],"provide":[181],"valuable":[182],"insights":[183],"for":[184,211,218],"designing":[186],"human-AI":[187],"collaborative":[188],"systems,":[189,221],"our":[192],"approach":[193],"error":[195],"resolution":[196],"73%":[199],"accelerated":[202],"employee":[203],"curves.":[205],"Finally,":[206],"establish":[208],"empirical":[209],"support":[210],"as":[214],"effective":[216],"interface":[217],"complex":[219],"offering":[222],"path":[225],"democratize":[227],"capabilities":[229],"without":[230],"compromising":[231],"quality":[232],"or":[233],"performance.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}