{"id":"https://openalex.org/W4412366315","doi":"https://doi.org/10.1038/s41746-025-01807-8","title":"Vision-language model for report generation and outcome prediction in CT pulmonary angiogram","display_name":"Vision-language model for report generation and outcome prediction in CT pulmonary angiogram","publication_year":2025,"publication_date":"2025-07-12","ids":{"openalex":"https://openalex.org/W4412366315","doi":"https://doi.org/10.1038/s41746-025-01807-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/40652098"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01807-8","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01807-8","pdf_url":"https://www.nature.com/articles/s41746-025-01807-8.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-025-01807-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021681612","display_name":"Zhusi Zhong","orcid":"https://orcid.org/0009-0008-5371-1443"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhusi Zhong","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100741509","display_name":"Yuli Wang","orcid":"https://orcid.org/0000-0002-9150-5404"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I2799853436","display_name":"Johns Hopkins Medicine","ror":"https://ror.org/037zgn354","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799853436"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuli Wang","raw_affiliation_strings":["Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA","institution_ids":["https://openalex.org/I2799853436","https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108056923","display_name":"Jing Wu","orcid":"https://orcid.org/0000-0001-9602-7387"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210153856","display_name":"Second Xiangya Hospital of Central South University","ror":"https://ror.org/053v2gh09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wu","raw_affiliation_strings":["Second Xiangya Hospital, Central South University, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Second Xiangya Hospital, Central South University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I4210153856","https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110227711","display_name":"Wen-Chi Hsu","orcid":null},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I2799853436","display_name":"Johns Hopkins Medicine","ror":"https://ror.org/037zgn354","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799853436"]},{"id":"https://openalex.org/I3020100970","display_name":"Chang Gung Memorial Hospital","ror":"https://ror.org/02verss31","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I3020100970"]},{"id":"https://openalex.org/I4210116208","display_name":"Linkou Chang Gung Memorial Hospital","ror":"https://ror.org/02dnn6q67","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I3020100970","https://openalex.org/I4210116208"]}],"countries":["TW","US"],"is_corresponding":false,"raw_author_name":"Wen-Chi Hsu","raw_affiliation_strings":["Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan, ROC","Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan, ROC","institution_ids":["https://openalex.org/I3020100970","https://openalex.org/I4210116208"]},{"raw_affiliation_string":"Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA","institution_ids":["https://openalex.org/I2799853436","https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Vin Somasundaram","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vin Somasundaram","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111948586","display_name":"Lulu Bi","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lulu Bi","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101693250","display_name":"Shreyas Kulkarni","orcid":"https://orcid.org/0000-0002-6723-515X"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shreyas Kulkarni","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111190716","display_name":"Zhuoqi Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhuoqi Ma","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044741869","display_name":"Scott Collins","orcid":"https://orcid.org/0000-0002-8117-164X"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Collins","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022266535","display_name":"Grayson L. Baird","orcid":"https://orcid.org/0000-0002-5926-9886"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Grayson Baird","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110132378","display_name":"Sun Ho Ahn","orcid":"https://orcid.org/0009-0000-3043-5222"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sun Ho Ahn","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056393696","display_name":"Xue Feng","orcid":"https://orcid.org/0000-0002-2181-9889"},"institutions":[{"id":"https://openalex.org/I4210092364","display_name":"Retina Associates of Kentucky","ror":"https://ror.org/00h5rtk23","country_code":"US","type":"other","lineage":["https://openalex.org/I4210092364"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xue Feng","raw_affiliation_strings":["Carina AI, Lexington, KY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carina AI, Lexington, KY, USA","institution_ids":["https://openalex.org/I4210092364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067085754","display_name":"Ihab R. Kamel","orcid":"https://orcid.org/0000-0003-0511-7796"},"institutions":[{"id":"https://openalex.org/I921990950","display_name":"University of Colorado Denver","ror":"https://ror.org/02hh7en24","country_code":"US","type":"education","lineage":["https://openalex.org/I921990950"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ihab Kamel","raw_affiliation_strings":["Department of Radiology, University of Colorado School of Medicine, Aurora, CO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Colorado School of Medicine, Aurora, CO, USA","institution_ids":["https://openalex.org/I921990950"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029130433","display_name":"Cheng Ting Lin","orcid":"https://orcid.org/0000-0003-0275-8037"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I2799853436","display_name":"Johns Hopkins Medicine","ror":"https://ror.org/037zgn354","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799853436"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cheng Ting Lin","raw_affiliation_strings":["Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA","institution_ids":["https://openalex.org/I2799853436","https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005447384","display_name":"Colin F. Greineder","orcid":"https://orcid.org/0000-0001-9740-7672"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]},{"id":"https://openalex.org/I4210114445","display_name":"Michigan Medicine","ror":"https://ror.org/01zcpa714","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210114445"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Colin Greineder","raw_affiliation_strings":["Department of Emergency Medicine and Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine and Department of Pharmacology, University of Michigan, Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315","https://openalex.org/I4210114445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090645124","display_name":"Michael K. Atalay","orcid":"https://orcid.org/0000-0003-3549-2634"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Atalay","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","Warren Alpert Medical School of Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052716839","display_name":"Zhicheng Jiao","orcid":"https://orcid.org/0000-0002-6968-0919"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zhicheng Jiao","raw_affiliation_strings":["Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA. zhicheng_jiao@brown.edu","Warren Alpert Medical School of Brown University, Providence, RI, USA. zhicheng_jiao@brown.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Imaging, Brown University Health, Providence, RI, USA. zhicheng_jiao@brown.edu","institution_ids":["https://openalex.org/I27804330"]},{"raw_affiliation_string":"Warren Alpert Medical School of Brown University, Providence, RI, USA. zhicheng_jiao@brown.edu","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101950911","display_name":"Harrison X. Bai","orcid":"https://orcid.org/0000-0002-9614-2163"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I2799853436","display_name":"Johns Hopkins Medicine","ror":"https://ror.org/037zgn354","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799853436"]},{"id":"https://openalex.org/I921990950","display_name":"University of Colorado Denver","ror":"https://ror.org/02hh7en24","country_code":"US","type":"education","lineage":["https://openalex.org/I921990950"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Harrison Bai","raw_affiliation_strings":["Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA. hbai7@jhu.edu","Department of Radiology, University of Colorado School of Medicine, Aurora, CO, USA. hbai7@jhu.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA. hbai7@jhu.edu","institution_ids":["https://openalex.org/I2799853436","https://openalex.org/I145311948"]},{"raw_affiliation_string":"Department of Radiology, University of Colorado School of Medicine, Aurora, CO, USA. hbai7@jhu.edu","institution_ids":["https://openalex.org/I921990950"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5052716839","https://openalex.org/A5101950911"],"corresponding_institution_ids":["https://openalex.org/I145311948","https://openalex.org/I27804330","https://openalex.org/I2799853436","https://openalex.org/I921990950"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":19.3505,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.99578059,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"8","issue":"1","first_page":"432","last_page":"432"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10285","display_name":"Venous Thromboembolism Diagnosis and Management","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2724","display_name":"Internal Medicine"},"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/T10285","display_name":"Venous Thromboembolism Diagnosis and Management","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2724","display_name":"Internal Medicine"},"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9406999945640564,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9072999954223633,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.6388442516326904},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4525248408317566},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.45017313957214355},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3729308545589447},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3416438698768616},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1228911280632019}],"concepts":[{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.6388442516326904},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4525248408317566},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.45017313957214355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3729308545589447},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3416438698768616},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1228911280632019},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-025-01807-8","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01807-8","pdf_url":"https://www.nature.com/articles/s41746-025-01807-8.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:40652098","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40652098","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:34f3d892d656456385a36fd4691243ac","is_oa":true,"landing_page_url":"https://doaj.org/article/34f3d892d656456385a36fd4691243ac","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-15 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11060737","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12255762","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-01807-8","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01807-8","pdf_url":"https://www.nature.com/articles/s41746-025-01807-8.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G465951118","display_name":null,"funder_award_id":"P30CA006973","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G7178399190","display_name":null,"funder_award_id":"P30CA006973","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G7386222153","display_name":null,"funder_award_id":"P30CA006973","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320310145","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412366315.pdf","grobid_xml":"https://content.openalex.org/works/W4412366315.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W106352447","https://openalex.org/W1714783225","https://openalex.org/W1980660460","https://openalex.org/W2019242730","https://openalex.org/W2045030989","https://openalex.org/W2055057204","https://openalex.org/W2074703669","https://openalex.org/W2115055475","https://openalex.org/W2117460409","https://openalex.org/W2328176404","https://openalex.org/W2592969090","https://openalex.org/W2753919178","https://openalex.org/W3018185338","https://openalex.org/W3054666633","https://openalex.org/W3103199493","https://openalex.org/W3177477686","https://openalex.org/W3202118732","https://openalex.org/W3210654458","https://openalex.org/W4205196774","https://openalex.org/W4205440824","https://openalex.org/W4213456145","https://openalex.org/W4220996656","https://openalex.org/W4225497319","https://openalex.org/W4312220150","https://openalex.org/W4376132841","https://openalex.org/W4388890632","https://openalex.org/W4392120599","https://openalex.org/W4399584694","https://openalex.org/W4400136387","https://openalex.org/W4403695337","https://openalex.org/W4403805874","https://openalex.org/W4404900783","https://openalex.org/W4409303686","https://openalex.org/W6600171454","https://openalex.org/W6601076540","https://openalex.org/W6677983293"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166"],"abstract_inverted_index":{"Accurate":[0],"and":[1,24,45,72,86,101,111,121,139,148,161,170],"comprehensive":[2],"interpretation":[3],"of":[4,26,96,108,145],"pulmonary":[5],"embolism":[6],"(PE)":[7],"from":[8,60,76],"Computed":[9],"Tomography":[10],"Pulmonary":[11],"Angiography":[12],"(CTPA)":[13],"scans":[14],"remains":[15],"a":[16,128,158],"clinical":[17,135],"challenge":[18],"due":[19],"to":[20],"the":[21,73,78,119],"limited":[22],"specificity":[23],"structure":[25],"existing":[27],"AI":[28],"tools.":[29],"We":[30],"propose":[31],"an":[32],"agent-based":[33],"framework":[34,156],"that":[35,132],"integrates":[36],"Vision-Language":[37],"Models":[38,48],"(VLMs)":[39],"for":[40,50,164],"detecting":[41],"32":[42],"PE-related":[43],"abnormalities":[44],"Large":[46],"Language":[47],"(LLMs)":[49],"structured":[51,168],"report":[52,87],"generation.":[53,88],"Trained":[54],"on":[55],"over":[56],"69,000":[57],"CTPA":[58],"studies":[59],"24,890":[61],"patients":[62],"across":[63],"Brown":[64],"University":[65,70],"Health":[66],"(BUH),":[67,98],"Johns":[68],"Hopkins":[69],"(JHU),":[71,103,150],"INSPECT":[74],"dataset":[75],"Stanford,":[77],"model":[79,131],"demonstrates":[80],"strong":[81],"performance":[82],"in":[83],"abnormality":[84,90],"classification":[85],"For":[89,125],"classification,":[91],"it":[92],"achieved":[93,142],"AUROC":[94],"scores":[95,107],"0.788":[97],"0.754":[99],"(INSPECT),":[100],"0.710":[102],"with":[104],"corresponding":[105],"BERT-F1":[106],"0.891,":[109],"0.829,":[110],"0.842.":[112],"The":[113],"abnormality-guided":[114],"reporting":[115],"strategy":[116],"consistently":[117],"outperformed":[118],"organ-based":[120],"holistic":[122],"captioning":[123],"baselines.":[124],"survival":[126],"prediction,":[127],"multimodal":[129],"fusion":[130],"incorporates":[133],"imaging,":[134],"variables,":[136],"diagnostic":[137],"outputs,":[138],"generated":[140],"reports":[141],"concordance":[143],"indices":[144],"0.863":[146],"(BUH)":[147],"0.731":[149],"outperforming":[151],"traditional":[152],"PESI":[153],"scores.":[154],"This":[155],"provides":[157],"clinically":[159],"meaningful":[160],"interpretable":[162],"solution":[163],"end-to-end":[165],"PE":[166],"diagnosis,":[167],"reporting,":[169],"outcome":[171],"prediction.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-14T08:27:34.040176","created_date":"2025-10-10T00:00:00"}
