{"id":"https://openalex.org/W7162008293","doi":"https://doi.org/10.3233/shti260243","title":"Advancing Knowledge in Evaluating the Clinical Impact of Large Language Models for Clinical Text Summarization: A Narrative Review","display_name":"Advancing Knowledge in Evaluating the Clinical Impact of Large Language Models for Clinical Text Summarization: A Narrative Review","publication_year":2026,"publication_date":"2026-05-21","ids":{"openalex":"https://openalex.org/W7162008293","doi":"https://doi.org/10.3233/shti260243","pmid":"https://pubmed.ncbi.nlm.nih.gov/42174918"},"language":"en","primary_location":{"id":"doi:10.3233/shti260243","doi":"https://doi.org/10.3233/shti260243","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti260243","pdf_url":null,"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,"listed_in":["cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","vabb-shw"],"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"},"volume":{"id":"https://openalex.org/W7162004737","display_name":"Opening the Personal Gate between Technology and Health Care"},"type":"review","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti260243","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107488300","display_name":"Lydie Bednarczyk","orcid":"https://orcid.org/0009-0000-2602-2927","observed_orcids":["https://orcid.org/0009-0000-2602-2927"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Lydie Bednarczyk","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":"https://orcid.org/0009-0000-2602-2927","affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064859584","display_name":"Mina Bjelogrlic","orcid":"https://orcid.org/0000-0002-6922-3283","observed_orcids":["https://orcid.org/0000-0002-6922-3283"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mina Bjelogrlic","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084199339","display_name":"Jamil Zaghir","orcid":"https://orcid.org/0000-0002-8209-6098","observed_orcids":["https://orcid.org/0000-0002-8209-6098"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Jamil Zaghir","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136708176","display_name":"Maria Tcherepanova","orcid":"https://orcid.org/0009-0006-5231-0811","observed_orcids":["https://orcid.org/0009-0006-5231-0811"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Maria Tcherepanova","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042102755","display_name":"Julien Ehrsam","orcid":"https://orcid.org/0000-0003-1506-558X","observed_orcids":["https://orcid.org/0000-0003-1506-558X"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Julien Ehrsam","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106680734","display_name":"Adel Bensahla","orcid":"https://orcid.org/0009-0001-8144-2331","observed_orcids":["https://orcid.org/0009-0001-8144-2331"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Adel Bensahla","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016557721","display_name":"Christian Lovis","orcid":"https://orcid.org/0000-0002-2681-8076","observed_orcids":["https://orcid.org/0000-0002-2681-8076"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Christian Lovis","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083072992","display_name":"Christophe Gaudet-Blavignac","orcid":"https://orcid.org/0000-0001-6527-5898","observed_orcids":["https://orcid.org/0000-0001-6527-5898"]},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Christophe Gaudet-Blavignac","raw_affiliation_strings":["Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]},{"raw_affiliation_string":"Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4638,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.60679178,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"336","issue":null,"first_page":"610","last_page":"614"},"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":0.9199000000953674,"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":0.9199000000953674,"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/T10350","display_name":"Electronic Health Records Systems","score":0.03750000149011612,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.03290000185370445,"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/large-language-models","display_name":"large language models","score":0.9990000128746033},{"id":"https://openalex.org/keywords/clinical-text-summarization","display_name":"clinical text summarization","score":0.9980000257492065},{"id":"https://openalex.org/keywords/electronic-health-records","display_name":"electronic health records","score":0.9950000047683716},{"id":"https://openalex.org/keywords/clinical-documentation-burden","display_name":"clinical documentation burden","score":0.7179999947547913},{"id":"https://openalex.org/keywords/hallucinations","display_name":"hallucinations","score":0.5540000200271606},{"id":"https://openalex.org/keywords/patient-safety","display_name":"patient safety","score":0.6700000166893005},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.9190000295639038},{"id":"https://openalex.org/keywords/stigmatizing-language","display_name":"stigmatizing language","score":0.8560000061988831},{"id":"https://openalex.org/keywords/assessment-framework","display_name":"evaluation framework","score":0.7689999938011169},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"risk assessment","score":0.6510000228881836},{"id":"https://openalex.org/keywords/clinical-deployment","display_name":"clinical deployment","score":0.35899999737739563}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8651000261306763},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7231000065803528},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.7168999910354614},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5806999802589417},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.5383999943733215},{"id":"https://openalex.org/C3020000205","wikidata":"https://www.wikidata.org/wiki/Q2412849","display_name":"Narrative review","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.4034000039100647},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.4025999903678894},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.39340001344680786},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38960000872612},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.37709999084472656},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3716999888420105},{"id":"https://openalex.org/C61904560","wikidata":"https://www.wikidata.org/wiki/Q1148359","display_name":"Grey literature","level":3,"score":0.3646000027656555},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.31439998745918274},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3107999861240387},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3034999966621399},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30250000953674316},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.2962999939918518},{"id":"https://openalex.org/C2987496018","wikidata":"https://www.wikidata.org/wiki/Q1860","display_name":"English language","level":2,"score":0.2874000072479248},{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.28119999170303345},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.273499995470047},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.2637999951839447},{"id":"https://openalex.org/C2781083858","wikidata":"https://www.wikidata.org/wiki/Q17327049","display_name":"Scientific literature","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2605000138282776},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.26019999384880066}],"mesh":[{"descriptor_ui":"D000098342","descriptor_name":"Large Language Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061214","descriptor_name":"Patient Safety","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti260243","doi":"https://doi.org/10.3233/shti260243","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti260243","pdf_url":null,"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,"listed_in":["cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","vabb-shw"],"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:42174918","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42174918","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,"listed_in":[],"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"},{"id":"pmh:oai:unige.ch:aou:unige:194375","doi":null,"is_oa":true,"landing_page_url":"https://archive-ouverte.unige.ch/unige:194375","pdf_url":"https://access.archive-ouverte.unige.ch/access/metadata/bb51c2d5-34b0-4c99-bd04-014384bb222e/download","source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Studies in health technology and informatics, vol. 336 (2026) p. 610-614","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3233/shti260243","doi":"https://doi.org/10.3233/shti260243","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti260243","pdf_url":null,"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,"listed_in":["cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","vabb-shw"],"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":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9763000011444092}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7162008293.pdf","grobid_xml":"https://content.openalex.org/works/W7162008293.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W3179865882","https://openalex.org/W4310908139","https://openalex.org/W4367188881","https://openalex.org/W4383346782","https://openalex.org/W4384071683","https://openalex.org/W4384561707","https://openalex.org/W4387500346","https://openalex.org/W4408225015","https://openalex.org/W4408354096","https://openalex.org/W4410343193"],"related_works":["https://openalex.org/W7162637996","https://openalex.org/W4392193048","https://openalex.org/W4408354096","https://openalex.org/W4410343193","https://openalex.org/W4392490371","https://openalex.org/W4386120650","https://openalex.org/W7118190721","https://openalex.org/W4408226143","https://openalex.org/W7160548852","https://openalex.org/W7202356699"],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2],"(LLMs)":[3],"are":[4,147],"increasingly":[5],"explored":[6],"for":[7],"clinical":[8,32,46,181],"text":[9],"summarization":[10,50,185],"from":[11,67],"electronic":[12],"health":[13],"records":[14],"(EHRs),":[15],"where":[16],"they":[17],"could":[18],"reduce":[19],"documentation":[20],"burden.":[21],"While":[22],"promising,":[23],"errors":[24],"in":[25,84],"generated":[26],"summaries":[27],"may":[28],"propagate":[29],"misinformation,":[30],"misrepresent":[31],"facts,":[33],"and":[34,62,72,100,104,116,125,158,172],"ultimately":[35],"pose":[36],"risks":[37],"to":[38,177],"patient":[39,59,133],"safety.":[40],"This":[41],"review":[42],"examined":[43,112],"how":[44],"the":[45,76,85,90,179],"impact":[47],"of":[48,183],"LLM-based":[49,184],"has":[51],"been":[52],"evaluated":[53],"across":[54],"four":[55],"dimensions:":[56],"utility,":[57],"failure,":[58],"safety":[60,134],"risks,":[61],"bias.":[63],"Literature":[64],"was":[65,89],"retrieved":[66,78],"PubMed":[68],"between":[69],"June":[70],"2024":[71],"September":[73],"2025.":[74],"Of":[75],"144":[77],"studies,":[79],"32":[80],"studies":[81],"were":[82],"included":[83],"analysis.":[86],"Failure":[87],"analysis":[88,109,119,136],"most":[91],"frequently":[92],"reported":[93],"(n=16,":[94],"50%),":[95],"focusing":[96],"on":[97],"inaccuracies,":[98],"omissions,":[99],"hallucinations,":[101],"though":[102],"definitions":[103],"methods":[105,176],"varied":[106],"widely.":[107],"Utility":[108],"(n=8,":[110],"25%)":[111],"workflow":[113],"efficiency,":[114],"readability,":[115],"understandability.":[117],"Bias":[118],"(n=7,":[120],"22%)":[121],"considered":[122],"gender,":[123],"race,":[124],"stigmatizing":[126],"language.":[127],"Only":[128],"one":[129],"study":[130],"explicitly":[131],"conducted":[132],"risk":[135,140,169],"(n=1,":[137],"3%),":[138],"using":[139],"matrices.":[141],"Findings":[142],"indicate":[143],"that":[144],"evaluation":[145],"frameworks":[146],"gradually":[148],"moving":[149],"beyond":[150],"technical":[151],"performance":[152],"metrics;":[153],"however,":[154],"methodologies":[155],"remain":[156],"heterogeneous":[157],"lack":[159],"standardization.":[160],"Future":[161],"research":[162],"should":[163],"establish":[164],"consistent":[165],"error":[166],"taxonomies,":[167],"structured":[168],"assessment":[170],"frameworks,":[171],"systematic":[173],"bias":[174],"detection":[175],"enable":[178],"safe":[180],"deployment":[182],"systems.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-05-22T00:00:00"}
