{"id":"https://openalex.org/W4408352269","doi":"https://doi.org/10.1109/icassp49660.2025.10889517","title":"A Self-Evolving Framework for Multi-Agent Medical Consultation Based on Large Language Models","display_name":"A Self-Evolving Framework for Multi-Agent Medical Consultation Based on Large Language Models","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408352269","doi":"https://doi.org/10.1109/icassp49660.2025.10889517"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889517","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889517","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100437946","display_name":"Kai Chen","orcid":"https://orcid.org/0000-0002-0164-1112"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Chen","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102993435","display_name":"Ji Qi","orcid":"https://orcid.org/0000-0003-3324-5269"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Qi","raw_affiliation_strings":["China Mobile (Suzhou) Software Technology Co., Ltd.,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile (Suzhou) Software Technology Co., Ltd.,Suzhou,China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066091819","display_name":"Jing Huo","orcid":"https://orcid.org/0000-0002-8504-455X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Huo","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040541556","display_name":"Pinzhuo Tian","orcid":"https://orcid.org/0000-0002-5472-2469"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pinzhuo Tian","raw_affiliation_strings":["Shanghai University,School of Computer Engineering and Science,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai University,School of Computer Engineering and Science,Shanghai,China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100513053","display_name":"Fanyu Meng","orcid":"https://orcid.org/0009-0000-7348-4147"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanyu Meng","raw_affiliation_strings":["China Mobile Research Institute,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile Research Institute,Beijing,China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100613753","display_name":"Xi Yang","orcid":"https://orcid.org/0000-0002-6828-7744"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Yang","raw_affiliation_strings":["China Mobile (Suzhou) Software Technology Co., Ltd.,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile (Suzhou) Software Technology Co., Ltd.,Suzhou,China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011313354","display_name":"Yang Gao","orcid":"https://orcid.org/0000-0002-6449-6696"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Gao","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.5206000208854675,"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/T10028","display_name":"Topic Modeling","score":0.5206000208854675,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.45989999175071716,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7019164562225342},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3564208745956421},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33432537317276}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7019164562225342},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3564208745956421},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33432537317276}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889517","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889517","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324852","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2970482702","https://openalex.org/W3162922479","https://openalex.org/W4387835442","https://openalex.org/W4389519219","https://openalex.org/W4392902614","https://openalex.org/W4392902922","https://openalex.org/W4392931430","https://openalex.org/W4393147158","https://openalex.org/W4393160747","https://openalex.org/W4396815229","https://openalex.org/W4399837985","https://openalex.org/W4402670791","https://openalex.org/W4402671725","https://openalex.org/W4402684050","https://openalex.org/W6850625674","https://openalex.org/W6852681391","https://openalex.org/W6853354462","https://openalex.org/W6853474097","https://openalex.org/W6855797017","https://openalex.org/W6856309975","https://openalex.org/W6857103025","https://openalex.org/W6858025956","https://openalex.org/W6859052921","https://openalex.org/W6862252134","https://openalex.org/W6867012657","https://openalex.org/W6868983805","https://openalex.org/W6869550755"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W3204019825"],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2,30,112],"multi-agent":[3],"approach":[4],"(SeM-Agents)":[5],"based":[6,39],"on":[7,40,130],"large":[8],"language":[9],"models":[10],"for":[11],"medical":[12,37],"consultations.":[13,79,94],"This":[14,80,121],"framework":[15,122],"incorporates":[16],"various":[17],"doctor":[18],"roles":[19],"and":[20,45,51,66,90,103,128,133],"auxiliary":[21],"roles,":[22],"with":[23,75,105],"agents":[24],"communicating":[25],"through":[26],"natural":[27],"language.":[28],"Using":[29],"residual":[31],"structure,":[32],"the":[33,41,48,55,67,83,88,93,98,108,119,131],"system":[34],"conducts":[35],"multi-round":[36],"consultations":[38],"patient\u2019s":[42],"treatment":[43],"background":[44],"symptoms.":[46],"In":[47],"final":[49,109],"summary":[50],"output":[52],"stage":[53],"of":[54,69,92,126],"consultation,":[56],"it":[57],"utilizes":[58],"two":[59],"experience":[60,77],"databases\u2014the":[61],"Correct":[62],"Consultation":[63],"Experience":[64,72],"Database":[65],"Chain":[68],"Thought":[70],"(CoT)":[71],"Database\u2014which":[73],"evolve":[74],"accumulated":[76],"during":[78],"evolution":[81],"drives":[82],"framework\u2019s":[84],"self-improvement,":[85],"significantly":[86],"enhancing":[87],"rationality":[89],"accuracy":[91,124],"To":[95],"ensure":[96],"that":[97],"conclusions":[99],"are":[100],"safe,":[101],"reliable,":[102],"aligned":[104],"human":[106],"values,":[107],"decisions":[110],"undergo":[111],"safety":[113],"review":[114],"before":[115],"being":[116],"provided":[117],"to":[118],"patient.":[120],"achieved":[123],"rates":[125],"89.2%":[127],"83.1%":[129],"MedQA":[132],"PubMedQA":[134],"datasets,":[135],"respectively.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
