{"id":"https://openalex.org/W4416252063","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227666","title":"Designing LLM-powered agents to manage clinical text reports in medical institutions","display_name":"Designing LLM-powered agents to manage clinical text reports in medical institutions","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4416252063","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227666"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn64981.2025.11227666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227666","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","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/A5029182882","display_name":"Gianluca Carlini","orcid":"https://orcid.org/0000-0003-2731-0300"},"institutions":[{"id":"https://openalex.org/I4210123211","display_name":"Istituto delle Scienze Neurologiche di Bologna","ror":"https://ror.org/02mgzgr95","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210119117","https://openalex.org/I4210123211","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Gianluca Carlini","raw_affiliation_strings":["IRCCS Istituto Delle Scienze Neurologiche di Bologna,Data Science and Bioinformatics Laboratory,Bologna,Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Istituto Delle Scienze Neurologiche di Bologna,Data Science and Bioinformatics Laboratory,Bologna,Italy","institution_ids":["https://openalex.org/I4210123211"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086151057","display_name":"Francesco Durazzi","orcid":"https://orcid.org/0000-0001-8729-6438"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Durazzi","raw_affiliation_strings":["University of Bologna,Department of Physics and Astronomy,Bologna,Italy"],"affiliations":[{"raw_affiliation_string":"University of Bologna,Department of Physics and Astronomy,Bologna,Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025807854","display_name":"Daniel Remondini","orcid":"https://orcid.org/0000-0003-3185-7456"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniel Remondini","raw_affiliation_strings":["University of Bologna,Department of Physics and Astronomy,Bologna,Italy"],"affiliations":[{"raw_affiliation_string":"University of Bologna,Department of Physics and Astronomy,Bologna,Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017806075","display_name":"Raffaele Lodi","orcid":"https://orcid.org/0000-0003-3878-304X"},"institutions":[{"id":"https://openalex.org/I4210123211","display_name":"Istituto delle Scienze Neurologiche di Bologna","ror":"https://ror.org/02mgzgr95","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210119117","https://openalex.org/I4210123211","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Raffaele Lodi","raw_affiliation_strings":["University of Bologna,IRCCS Istituto Delle Scienze Neurologiche di Bologna Dipartimento di Scienze Biomediche e Neuromotorie,Bologna,Italy"],"affiliations":[{"raw_affiliation_string":"University of Bologna,IRCCS Istituto Delle Scienze Neurologiche di Bologna Dipartimento di Scienze Biomediche e Neuromotorie,Bologna,Italy","institution_ids":["https://openalex.org/I4210123211"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5029182882"],"corresponding_institution_ids":["https://openalex.org/I4210123211"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29583816,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.6190000176429749,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.6190000176429749,"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":0.057999998331069946,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.053599998354911804,"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/chatbot","display_name":"Chatbot","score":0.8324000239372253},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5564000010490417},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.48260000348091125},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.43130001425743103},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.4228000044822693},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.41519999504089355},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.39809998869895935},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.32010000944137573}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.8324000239372253},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5627999901771545},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5564000010490417},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.48260000348091125},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4481000006198883},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.43130001425743103},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.4228000044822693},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.41519999504089355},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.39809998869895935},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.35030001401901245},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.30329999327659607},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.3003999888896942},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.30000001192092896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29100000858306885},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.2651999890804291},{"id":"https://openalex.org/C21338462","wikidata":"https://www.wikidata.org/wiki/Q1662581","display_name":"Information model","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C3018822202","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Patient data","level":2,"score":0.25380000472068787},{"id":"https://openalex.org/C2776354556","wikidata":"https://www.wikidata.org/wiki/Q10910281","display_name":"Health information technology","level":3,"score":0.2531999945640564},{"id":"https://openalex.org/C19527686","wikidata":"https://www.wikidata.org/wiki/Q1665453","display_name":"System integration","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn64981.2025.11227666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227666","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/1032799","is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/document/11227666/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2102862157","https://openalex.org/W2157814042","https://openalex.org/W2161015626","https://openalex.org/W2167357104","https://openalex.org/W2323955388","https://openalex.org/W2601243251","https://openalex.org/W2789894922","https://openalex.org/W2934399013","https://openalex.org/W2998702515","https://openalex.org/W4389518760","https://openalex.org/W4415124086"],"related_works":[],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2,30,112],"(LLMs)":[3],"based":[4],"on":[5],"Transformers":[6],"have":[7],"revolutionized":[8],"the":[9,15,55,70,161,164,173,178,181,188,194,200,205],"field":[10],"of":[11,17,20,52,60,72,140,185,190,202],"artificial":[12],"intelligence,":[13],"allowing":[14,134],"analysis":[16],"large":[18,58],"corpora":[19],"text":[21],"in":[22,34,49,64,69,78,180,193,204],"a":[23,50,86],"way":[24],"that":[25,118],"was":[26],"previously":[27],"unconceivable.":[28],"These":[29],"revealed":[31],"unprecedented":[32],"capabilities":[33],"tackling":[35],"problems":[36],"for":[37],"which":[38],"they":[39],"were":[40],"not":[41,81],"specifically":[42],"trained,":[43],"performing":[44],"zero-shot":[45],"and":[46,83,148,167,198],"few-shot":[47],"predictions":[48],"variety":[51],"contexts.":[53],"In":[54,92,123],"medical":[56],"domain,":[57],"amounts":[59],"data":[61,106,150],"are":[62],"stored":[63],"Electronic":[65],"Health":[66],"Records":[67],"(EHRs)":[68],"form":[71],"unstructured":[73],"text.":[74],"Identifying":[75],"relevant":[76],"information":[77],"EHRs":[79,108],"is":[80,155],"straightforward":[82,166],"usually":[84],"involves":[85],"time-consuming":[87],"manual":[88],"inspection":[89],"by":[90,132,172],"clinicians.":[91],"this":[93,124],"context,":[94],"LLMs":[95,133,203],"could":[96],"be":[97,114],"employed":[98],"to":[99,103,136],"build":[100],"intelligent":[101],"systems":[102],"extract":[104],"meaningful":[105],"from":[107],"automatically.":[109],"Moreover,":[110],"open-source":[111],"can":[113],"integrated":[115],"locally":[116],"so":[117],"no":[119,169],"privacy":[120],"concerns":[121],"arise.":[122],"work,":[125],"we":[126],"present":[127],"an":[128],"agent":[129],"model":[130,165],"powered":[131],"clinicians":[135],"perform":[137],"powerful":[138],"manipulations":[139],"EHRs,":[141],"like":[142],"Retrieval":[143],"Augmented":[144],"Generation":[145],"(RAG),":[146],"summarization,":[147],"structured":[149],"extraction.":[151],"The":[152],"chatbot":[153],"design":[154],"especially":[156],"convenient":[157],"since":[158],"it":[159,192],"makes":[160],"interaction":[162],"with":[163,187],"requires":[168],"technical":[170],"knowledge":[171],"clinical":[174,196],"staff.":[175],"We":[176],"implement":[177],"system":[179],"Neurological":[182],"Sciences":[183],"Institute":[184],"Bologna,":[186],"goal":[189],"integrating":[191],"everyday":[195],"practice":[197],"leading":[199],"integration":[201],"Italian":[206],"healthcare":[207],"landscape.":[208]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-11-14T00:00:00"}
