{"id":"https://openalex.org/W4410949622","doi":"https://doi.org/10.1109/tetci.2025.3567602","title":"Fine-Tuning LLMs for Anesthesiology via Compositional Data Generation","display_name":"Fine-Tuning LLMs for Anesthesiology via Compositional Data Generation","publication_year":2025,"publication_date":"2025-06-02","ids":{"openalex":"https://openalex.org/W4410949622","doi":"https://doi.org/10.1109/tetci.2025.3567602"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2025.3567602","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2025.3567602","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103083909","display_name":"Yanhong Li","orcid":"https://orcid.org/0000-0002-5449-729X"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanhong Li","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074672983","display_name":"Yibing Zhan","orcid":"https://orcid.org/0000-0003-3180-0484"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yibing Zhan","raw_affiliation_strings":["Yunnan United Vision Technology Company Ltd., Kunming, China"],"raw_orcid":"https://orcid.org/0000-0003-3180-0484","affiliations":[{"raw_affiliation_string":"Yunnan United Vision Technology Company Ltd., Kunming, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085309099","display_name":"Baosheng Yu","orcid":"https://orcid.org/0000-0002-0761-7893"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Baosheng Yu","raw_affiliation_strings":["Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-0761-7893","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101393653","display_name":"Zhonghai Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhonghai Wang","raw_affiliation_strings":["China University of Petroleum (East China), Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100393906","display_name":"Chong Zhang","orcid":"https://orcid.org/0000-0002-5014-4331"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chong Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110797955","display_name":"Da Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Da Zhu","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, China"],"raw_orcid":"https://orcid.org/0009-0001-5805-2757","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chengli Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengli Zhou","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101712441","display_name":"Bohao Zhou","orcid":"https://orcid.org/0009-0001-9010-895X"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bohao Zhou","raw_affiliation_strings":["China University of Petroleum (East China), Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100456723","display_name":"Liang Ding","orcid":"https://orcid.org/0000-0001-8976-2084"},"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":"Liang Ding","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8976-2084","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100444156","display_name":"Weifeng Liu","orcid":"https://orcid.org/0000-0002-5388-9080"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weifeng Liu","raw_affiliation_strings":["China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-5388-9080","affiliations":[{"raw_affiliation_string":"China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039205620","display_name":"Xiongbin Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I26080491","display_name":"Kunming Medical University","ror":"https://ror.org/038c3w259","country_code":"CN","type":"education","lineage":["https://openalex.org/I26080491"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiongbing Wang","raw_affiliation_strings":["The Second Affiliated Hospital of Kunming Medical University, Kunming, China"],"raw_orcid":"https://orcid.org/0009-0003-0045-8724","affiliations":[{"raw_affiliation_string":"The Second Affiliated Hospital of Kunming Medical University, Kunming, China","institution_ids":["https://openalex.org/I26080491"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067600725","display_name":"Dapeng Tao","orcid":"https://orcid.org/0000-0003-0783-5273"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dapeng Tao","raw_affiliation_strings":["School of Information Science and Engineering, Yunnan University, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0003-0783-5273","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9042,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.73881436,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"9","issue":"6","first_page":"4051","last_page":"4065"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9524000287055969,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T12282","display_name":"Mineral Processing and Grinding","score":0.921999990940094,"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/anesthesiology","display_name":"Anesthesiology","score":0.7848876714706421},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2650197148323059},{"id":"https://openalex.org/keywords/anesthesia","display_name":"Anesthesia","score":0.12677225470542908}],"concepts":[{"id":"https://openalex.org/C2779526319","wikidata":"https://www.wikidata.org/wiki/Q615057","display_name":"Anesthesiology","level":2,"score":0.7848876714706421},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2650197148323059},{"id":"https://openalex.org/C42219234","wikidata":"https://www.wikidata.org/wiki/Q131130","display_name":"Anesthesia","level":1,"score":0.12677225470542908}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2025.3567602","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2025.3567602","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2101105183","https://openalex.org/W2896457183","https://openalex.org/W2903314293","https://openalex.org/W2913352150","https://openalex.org/W2939876107","https://openalex.org/W2995246268","https://openalex.org/W2997200074","https://openalex.org/W3112856102","https://openalex.org/W3160137267","https://openalex.org/W3176617251","https://openalex.org/W3187018546","https://openalex.org/W4214588288","https://openalex.org/W4253028564","https://openalex.org/W4285225959","https://openalex.org/W4285294723","https://openalex.org/W4381930847","https://openalex.org/W4384071683","https://openalex.org/W4385572634","https://openalex.org/W4385834497","https://openalex.org/W4386882992","https://openalex.org/W4389519254","https://openalex.org/W4389519275","https://openalex.org/W4389520259","https://openalex.org/W4389524372","https://openalex.org/W4392748121","https://openalex.org/W4392901645","https://openalex.org/W4392939486","https://openalex.org/W4393153123","https://openalex.org/W4401965896","https://openalex.org/W4403791409","https://openalex.org/W4404658388","https://openalex.org/W4406152279","https://openalex.org/W4406518786","https://openalex.org/W4406602253","https://openalex.org/W4406904711","https://openalex.org/W4408145566"],"related_works":["https://openalex.org/W2357927218","https://openalex.org/W2418691150","https://openalex.org/W2316939297","https://openalex.org/W3030000905","https://openalex.org/W3149547651","https://openalex.org/W4299841654","https://openalex.org/W2011480399","https://openalex.org/W2602946851","https://openalex.org/W2006812998","https://openalex.org/W2337923389"],"abstract_inverted_index":{"Data":[0],"scarcity":[1,37],"presents":[2],"a":[3,30,64,91,108],"significant":[4],"challenge":[5],"in":[6,14,159],"developing":[7],"medical":[8,73,103,118],"large":[9],"language":[10],"models":[11],"(LLMs),":[12],"especially":[13],"specialized":[15],"fields":[16],"like":[17,22],"anesthesiology.":[18],"Leveraging":[19],"advanced":[20],"LLMs":[21,158],"ChatGPT":[23],"to":[24,33,45,67,78,95,111,124,163],"synthesize":[25,148],"high-quality":[26,149],"Q&A":[27,114,150,160],"data":[28,36,70,82,115,144,151],"is":[29],"promising":[31],"solution":[32],"address":[34],"the":[35,79,97,126,142,155],"issue.":[38],"However,":[39],"limited":[40],"research":[41],"exists":[42],"on":[43],"methods":[44],"produce":[46],"such":[47],"datasets":[48],"specifically":[49],"for":[50,55,71],"anesthesiology,":[51],"despite":[52],"their":[53],"importance":[54],"training":[56],"robust":[57],"LLMs.":[58],"In":[59],"this":[60],"paper,":[61],"we":[62,76,88],"explore":[63],"compositional":[65,81,92],"approach":[66,110,130,146],"generating":[68],"anesthesia":[69,113],"fine-tuning":[72],"LLMs,":[74],"and":[75,99,134,137,152],"refer":[77],"proposed":[80,143],"generation":[83,145],"method":[84],"as":[85],"CDGen.":[86],"Specifically,":[87],"first":[89],"introduce":[90],"augmentation":[93],"strategy":[94],"enhance":[96],"diversity":[98],"reliability":[100],"of":[101,128,157],"collected":[102],"records.":[104,119],"We":[105,120],"then":[106],"employ":[107],"self-talk":[109],"generate":[112],"from":[116],"augmented":[117],"conduct":[121],"extensive":[122],"experiments":[123],"demonstrate":[125,140],"effectiveness":[127],"our":[129],"using":[131],"common":[132],"metrics":[133],"GPT-4":[135],"evaluation,":[136],"experimental":[138],"results":[139],"that":[141],"can":[147],"effectively":[153],"improve":[154],"performance":[156],"tasks":[161],"related":[162],"anesthesia.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
