{"id":"https://openalex.org/W7126030740","doi":"https://doi.org/10.1109/bibm66473.2025.11356579","title":"The Research on Intelligent Medical Triage System Based on Large Language Models","display_name":"The Research on Intelligent Medical Triage System Based on Large Language Models","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7126030740","doi":"https://doi.org/10.1109/bibm66473.2025.11356579"},"language":null,"primary_location":{"id":"doi:10.1109/bibm66473.2025.11356579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-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/A5124181176","display_name":"Xinping Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I59483232","display_name":"Shandong University of Finance and Economics","ror":"https://ror.org/02e2nnq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I59483232"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinping Zhao","raw_affiliation_strings":["Institute for Financial Studies and School of Mathematics, Shandong University,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Institute for Financial Studies and School of Mathematics, Shandong University,Jinan,China","institution_ids":["https://openalex.org/I59483232","https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5124181176"],"corresponding_institution_ids":["https://openalex.org/I154099455","https://openalex.org/I59483232"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87341659,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3295","last_page":"3302"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.31709998846054077,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.31709998846054077,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.12300000339746475,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.05730000138282776,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/triage","display_name":"Triage","score":0.7368999719619751},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.46540001034736633},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.45239999890327454},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.4242999851703644},{"id":"https://openalex.org/keywords/autonomy","display_name":"Autonomy","score":0.362199991941452},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.35760000348091125},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.32670000195503235},{"id":"https://openalex.org/keywords/knowledge-modeling","display_name":"Knowledge modeling","score":0.3061000108718872}],"concepts":[{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.7368999719619751},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6552000045776367},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.46540001034736633},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.45239999890327454},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.4242999851703644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39579999446868896},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3779999911785126},{"id":"https://openalex.org/C65414064","wikidata":"https://www.wikidata.org/wiki/Q484105","display_name":"Autonomy","level":2,"score":0.362199991941452},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.35760000348091125},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.31850001215934753},{"id":"https://openalex.org/C2775966667","wikidata":"https://www.wikidata.org/wiki/Q6423384","display_name":"Knowledge modeling","level":3,"score":0.3061000108718872},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.30320000648498535},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.30140000581741333},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2766999900341034},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2718999981880188},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2651999890804291},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26330000162124634},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.26249998807907104}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm66473.2025.11356579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W4399660853","https://openalex.org/W4400950690","https://openalex.org/W4402155831","https://openalex.org/W4403001813","https://openalex.org/W4404488367","https://openalex.org/W4404781798","https://openalex.org/W4405695223","https://openalex.org/W4406443601","https://openalex.org/W4409386825","https://openalex.org/W4409690035","https://openalex.org/W4411203672"],"related_works":[],"abstract_inverted_index":{"To":[0],"address":[1],"critical":[2],"challenges":[3],"in":[4,86,124],"the":[5,19,81,125,135,152,167,200],"field":[6],"of":[7,21,55,60,83,120,127,137,203],"medical":[8,29,49,56,101,204],"AI,":[9],"including":[10,178],"data":[11,161],"fragmentation,":[12],"large":[13],"language":[14],"model":[15,155],"(LLM)":[16],"hallucinations,":[17],"and":[18,58,76,105,113,140,151,160,192],"lack":[20],"humanistic":[22,114,193],"interaction,":[23],"this":[24,121],"paper":[25],"proposes":[26],"an":[27,91],"intelligent":[28,92],"triage":[30,173],"system":[31,146,168],"solution":[32,41],"that":[33,166],"integrates":[34],"LLM":[35,61],"technology":[36,46],"with":[37],"clinical":[38],"needs.":[39],"The":[40,117,145],"employs":[42],"Retrieval-Augmented":[43],"Generation":[44],"(RAG)":[45],"to":[47,71,108,156],"fuse":[48],"knowledge":[50,57,143],"bases,":[51],"enabling":[52,141],"real-time":[53],"updates":[54],"suppression":[59],"hallucinations.":[62],"Meanwhile,":[63],"a":[64,128,148,196],"multimodal":[65],"input":[66],"parsing":[67],"framework":[68],"is":[69,95],"constructed":[70],"effectively":[72],"integrate":[73],"text,":[74],"speech,":[75],"image":[77],"information,":[78],"significantly":[79],"improving":[80],"accuracy":[82],"information":[84],"collection":[85],"primary":[87],"care":[88,115],"scenarios.":[89],"Finally,":[90],"decision":[93],"engine":[94],"established,":[96],"combining":[97],"functions":[98],"such":[99],"as":[100],"insurance":[102],"policy":[103],"factors":[104],"emotion":[106],"recognition":[107],"achieve":[109],"precise":[110],"department":[111,184],"matching":[112],"responses.":[116],"core":[118],"innovation":[119],"study":[122],"lies":[123],"proposal":[126],"\u201ctechnology-scene-ethics\u201d":[129],"three-dimensional":[130],"collaborative":[131],"architecture,":[132],"breaking":[133],"through":[134],"limitations":[136],"single-modal":[138],"systems":[139],"dynamic":[142],"governance.":[144],"adopts":[147],"microservice":[149],"architecture":[150],"Deepseek-V3":[153],"base":[154],"ensure":[157],"technological":[158],"autonomy":[159],"security.":[162],"Experimental":[163],"verification":[164],"shows":[165],"can":[169],"efficiently":[170],"handle":[171],"emergency":[172],"processes,":[174],"generating":[175],"comprehensive":[176],"decisions":[177],"patient":[179],"symptom":[180],"summaries,":[181],"predictive":[182],"directions,":[183],"recommendations,":[185],"expert":[186],"allocation,":[187],"estimated":[188],"costs,":[189],"risk":[190],"grading,":[191],"suggestions,":[194],"providing":[195],"replicable":[197],"paradigm":[198],"for":[199],"practical":[201],"application":[202],"LLMs.":[205]},"counts_by_year":[],"updated_date":"2026-02-01T03:34:12.195049","created_date":"2026-01-30T00:00:00"}