{"id":"https://openalex.org/W4410447742","doi":"https://doi.org/10.3233/shti250478","title":"ChatEndoscopist: A Domain-Specific Chatbot with Images for Gastrointestinal Diseases","display_name":"ChatEndoscopist: A Domain-Specific Chatbot with Images for Gastrointestinal Diseases","publication_year":2025,"publication_date":"2025-05-15","ids":{"openalex":"https://openalex.org/W4410447742","doi":"https://doi.org/10.3233/shti250478","pmid":"https://pubmed.ncbi.nlm.nih.gov/40380586"},"language":"en","primary_location":{"id":"doi:10.3233/shti250478","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti250478","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI250478","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI250478","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061302531","display_name":"Annisa Ristya Rahmanti","orcid":"https://orcid.org/0000-0001-9478-6267"},"institutions":[{"id":"https://openalex.org/I165230279","display_name":"Universitas Gadjah Mada","ror":"https://ror.org/03ke6d638","country_code":"ID","type":"education","lineage":["https://openalex.org/I165230279"]},{"id":"https://openalex.org/I60488453","display_name":"Middlesex University","ror":"https://ror.org/01rv4p989","country_code":"GB","type":"education","lineage":["https://openalex.org/I60488453"]}],"countries":["GB","ID"],"is_corresponding":false,"raw_author_name":"Annisa Ristya Rahmanti","raw_affiliation_strings":["Department of Computer Science, Faculty of Science and Technology, Middlesex University, London, United Kingdom","Department of Health Policy and Management, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia"],"raw_orcid":"https://orcid.org/0000-0001-9478-6267","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Science and Technology, Middlesex University, London, United Kingdom","institution_ids":["https://openalex.org/I60488453"]},{"raw_affiliation_string":"Department of Health Policy and Management, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia","institution_ids":["https://openalex.org/I165230279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030977825","display_name":"Xiaohong Gao","orcid":"https://orcid.org/0000-0002-8103-6624"},"institutions":[{"id":"https://openalex.org/I60488453","display_name":"Middlesex University","ror":"https://ror.org/01rv4p989","country_code":"GB","type":"education","lineage":["https://openalex.org/I60488453"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xiaohong W. Gao","raw_affiliation_strings":["Department of Computer Science, Faculty of Science and Technology, Middlesex University, London, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-8103-6624","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Science and Technology, Middlesex University, London, United Kingdom","institution_ids":["https://openalex.org/I60488453"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.9163,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88977328,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"327","issue":null,"first_page":"843","last_page":"847"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9818000197410583,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9818000197410583,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9273999929428101,"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/T12128","display_name":"AI in Service Interactions","score":0.9038000106811523,"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":0.8447821140289307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5587603449821472},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5583749413490295},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.30191290378570557},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.044728875160217285}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.8447821140289307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5587603449821472},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5583749413490295},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.30191290378570557},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.044728875160217285},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000098842","descriptor_name":"Generative Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098842","descriptor_name":"Generative Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004938","descriptor_name":"Esophageal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D004938","descriptor_name":"Esophageal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti250478","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti250478","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI250478","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:40380586","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40380586","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":"Studies in health technology and informatics","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3233/shti250478","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti250478","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI250478","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410447742.pdf","grobid_xml":"https://content.openalex.org/works/W4410447742.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4383501580","https://openalex.org/W4214931137","https://openalex.org/W4313813117","https://openalex.org/W4382052417","https://openalex.org/W3192088754","https://openalex.org/W4387007686","https://openalex.org/W3084631705"],"abstract_inverted_index":{"This":[0,115],"study":[1],"aims":[2],"to":[3,31,57,68,105,121,125,137,149],"enhance":[4],"domain-specific":[5],"medical":[6,52],"knowledge":[7],"within":[8],"large":[9],"language":[10],"models":[11],"(LLMs)":[12],"by":[13],"developing":[14],"a":[15,18,47,93],"chatbot,":[16],"chatEndoscopist,":[17],"specialized":[19,64,151],"model":[20],"for":[21,51],"oesophageal":[22],"cancer.":[23],"In":[24],"particular,":[25],"the":[26,34,122,129],"chatbot":[27],"incorporates":[28],"related":[29,45,130,147],"images":[30,131],"further":[32],"elucidate":[33],"retrieved":[35],"content":[36],"while":[37],"providing":[38],"answers.":[39],"Fine-tuned":[40],"BioMistral":[41],"LLM":[42],"with":[43,92,135,153],"50":[44],"documents,":[46],"dataset":[48],"specifically":[49],"curated":[50],"literature,":[53],"ChatEndoscopist":[54,70],"was":[55],"compared":[56,104],"ChatGPT.":[58],"For":[59],"text":[60],"answers,":[61],"despite":[62],"its":[63],"training,":[65],"ChatGPT":[66,86],"appears":[67],"outperform":[69],"in":[71,116],"precision":[72],"(0.210":[73],"vs.":[74,78,84],"0.148),":[75],"recall":[76],"(0.323":[77],"0.049),":[79],"and":[80,99,110],"F1":[81],"score":[82],"(0.266":[83],"0.099).":[85],"also":[87],"demonstrated":[88],"superior":[89],"lexical":[90],"diversity":[91],"Type-Token":[94],"Ratio":[95],"(TTR)":[96],"of":[97,102,108,113],"0.772":[98],"Lexical":[100,111],"Density":[101,112],"0.813,":[103],"ChatEndoscopist's":[106],"TTR":[107],"0.717":[109],"0.781.":[114],"part,":[117],"could":[118],"be":[119],"due":[120],"limited":[123],"documents":[124],"fine":[126],"tune.":[127],"However,":[128],"are":[132],"mostly":[133],"retrieval":[134],"regarding":[136],"user's":[138],"queries.":[139],"Future":[140],"work":[141],"will":[142],"focus":[143],"on":[144],"incorporating":[145],"more":[146],"papers":[148],"balance":[150],"accuracy":[152],"broader":[154],"linguistic":[155],"flexibility.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
