{"id":"https://openalex.org/W7117127054","doi":"https://doi.org/10.1038/s41746-025-02244-3","title":"Real-world performance evaluation of a commercial deep learning model for intracranial hemorrhage detection","display_name":"Real-world performance evaluation of a commercial deep learning model for intracranial hemorrhage detection","publication_year":2025,"publication_date":"2025-12-24","ids":{"openalex":"https://openalex.org/W7117127054","doi":"https://doi.org/10.1038/s41746-025-02244-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/41444826"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-02244-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-02244-3","pdf_url":"https://www.nature.com/articles/s41746-025-02244-3_reference.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/s41746-025-02244-3_reference.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009060599","display_name":"Mohammadreza Chavoshi","orcid":"https://orcid.org/0000-0001-6598-7190"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohammadreza Chavoshi","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004236540","display_name":"Aawez Mansuri","orcid":null},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aawez Mansuri","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084092556","display_name":"Wasif Bala","orcid":"https://orcid.org/0000-0002-9702-4863"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wasif Bala","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092187767","display_name":"Beatrice Brown-Mulry","orcid":null},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Beatrice Brown-Mulry","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037108911","display_name":"Theo Dapamede","orcid":"https://orcid.org/0000-0002-6264-2282"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Theodorus Dapamede","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047273337","display_name":"Rohan Isaac","orcid":"https://orcid.org/0009-0002-7261-678X"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rohan Isaac","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121191260","display_name":"Bardia Khosravi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125099","display_name":"Mayo Clinic in Arizona","ror":"https://ror.org/03jp40720","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723","https://openalex.org/I4210125099"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bardia Khosravi","raw_affiliation_strings":["Department of Radiology, Mayo Clinic, Rochester, MN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Mayo Clinic, Rochester, MN, USA","institution_ids":["https://openalex.org/I4210125099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102838797","display_name":"Hanzhou Li","orcid":"https://orcid.org/0000-0003-1614-5717"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hanzhou Li","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042209918","display_name":"Frank Li","orcid":"https://orcid.org/0000-0002-8205-3397"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frank Li","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039862332","display_name":"John T. Moon","orcid":"https://orcid.org/0000-0003-3110-9060"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John T. Moon","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033534489","display_name":"Chad Robichaux","orcid":"https://orcid.org/0009-0002-8403-5499"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chad Robichaux","raw_affiliation_strings":["Department of Biomedical Informatics, Emory University, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Emory University, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121132772","display_name":"Dan I. G. Cohen-Addad","orcid":null},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dan I. G. Cohen-Addad","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033022326","display_name":"Ninad Salastekar","orcid":"https://orcid.org/0000-0002-3409-3706"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ninad V. Salastekar","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076075666","display_name":"Judy Wawira Gichoya","orcid":"https://orcid.org/0000-0002-1097-316X"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Judy W. Gichoya","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050086721","display_name":"Hari Trivedi","orcid":"https://orcid.org/0000-0001-6648-8334"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hari Trivedi","raw_affiliation_strings":["Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA. hari.trivedi@emory.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA. hari.trivedi@emory.edu","institution_ids":["https://openalex.org/I150468666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5009060599"],"corresponding_institution_ids":["https://openalex.org/I150468666"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":4.5345,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.95209772,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"9","issue":"1","first_page":"66","last_page":"66"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10706","display_name":"Traumatic Brain Injury and Neurovascular Disturbances","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/deep-learning","display_name":"Deep learning","score":0.5364999771118164},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"Computed tomography","score":0.375},{"id":"https://openalex.org/keywords/clinical-practice","display_name":"Clinical Practice","score":0.3424000144004822},{"id":"https://openalex.org/keywords/brain-hemorrhage","display_name":"Brain hemorrhage","score":0.34150001406669617},{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.33169999718666077},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.3095000088214874},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.30329999327659607}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.855400025844574},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5364999771118164},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4968999922275543},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.375},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.365200012922287},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34769999980926514},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.3424000144004822},{"id":"https://openalex.org/C2992608659","wikidata":"https://www.wikidata.org/wiki/Q1368943","display_name":"Brain hemorrhage","level":3,"score":0.34150001406669617},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.33169999718666077},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.30970001220703125},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.3095000088214874},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.30329999327659607},{"id":"https://openalex.org/C3020166492","wikidata":"https://www.wikidata.org/wiki/Q12202","display_name":"Acute stroke","level":3,"score":0.2915000021457672},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.2906999886035919},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.28859999775886536},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C2777094939","wikidata":"https://www.wikidata.org/wiki/Q1368943","display_name":"Intracerebral hemorrhage","level":3,"score":0.2687999904155731},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-025-02244-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-02244-3","pdf_url":"https://www.nature.com/articles/s41746-025-02244-3_reference.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:41444826","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41444826","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:fd46a78a81e441aa94ff5697031424e4","is_oa":true,"landing_page_url":"https://doaj.org/article/fd46a78a81e441aa94ff5697031424e4","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 9, Iss 1, Pp 1-9 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12823562","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12823562/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-02244-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-02244-3","pdf_url":"https://www.nature.com/articles/s41746-025-02244-3_reference.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/G6584443070","display_name":null,"funder_award_id":"1OT20D038065-01; 1R25OD039834-01","funder_id":"https://openalex.org/F4320314917","funder_display_name":"National Institute for Health Care Management Foundation"},{"id":"https://openalex.org/G8430706227","display_name":null,"funder_award_id":"R01HL167811; R01HL177003","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"}],"funders":[{"id":"https://openalex.org/F4320314917","display_name":"National Institute for Health Care Management Foundation","ror":"https://ror.org/01zcp1a93"},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"},{"id":"https://openalex.org/F7335993446","display_name":"Artificial Intelligence/Machine Learning Consortium to Advance Health Equity and Researcher Diversity","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7117127054.pdf","grobid_xml":"https://content.openalex.org/works/W7117127054.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2003561168","https://openalex.org/W2096821346","https://openalex.org/W2163733044","https://openalex.org/W2802348543","https://openalex.org/W2886012040","https://openalex.org/W2995143015","https://openalex.org/W3008956992","https://openalex.org/W3098712342","https://openalex.org/W3109626385","https://openalex.org/W3144842570","https://openalex.org/W3150367798","https://openalex.org/W3163888265","https://openalex.org/W3174493613","https://openalex.org/W3188199774","https://openalex.org/W3217170893","https://openalex.org/W4206723468","https://openalex.org/W4296046515","https://openalex.org/W4304976604","https://openalex.org/W4309343886","https://openalex.org/W4309791331","https://openalex.org/W4400868583","https://openalex.org/W4402318082","https://openalex.org/W4404759456","https://openalex.org/W4407132428","https://openalex.org/W4408154792","https://openalex.org/W4408998111","https://openalex.org/W4410397586","https://openalex.org/W7117152907"],"related_works":[],"abstract_inverted_index":{"Intracranial":[0],"hemorrhage":[1],"(ICH)":[2],"is":[3,164],"a":[4,25,44,66],"life-threatening":[5],"emergency":[6],"requiring":[7],"rapid":[8],"and":[9,55,96,109,125,160,179],"accurate":[10],"diagnosis,":[11],"yet":[12],"the":[13,88,134,154,173],"real-world":[14,177],"performance":[15],"of":[16],"FDA-cleared":[17],"deep-learning":[18],"models":[19],"remains":[20],"uncertain.":[21],"We":[22],"retrospectively":[23],"evaluated":[24],"commercial":[26],"AI":[27],"model":[28,90,155],"(Aidoc":[29],"Medical":[30],"Briefcase":[31],"ICH":[32,53,85,162],"Triage)":[33],"across":[34,147],"101,944":[35],"non-contrast":[36],"head":[37],"CT":[38],"examinations":[39],"from":[40,60],"74,142":[41],"patients":[42],"in":[43,133],"17-facility":[45],"academic":[46],"health":[47],"system":[48],"(April":[49],"2023-April":[50],"2025).":[51],"Reference-standard":[52],"labels":[54],"imaging":[56],"characteristics":[57],"were":[58,141],"extracted":[59],"radiology":[61],"reports":[62],"using":[63],"GPT-4o":[64],"with":[65],"zero-shot":[67],"prompt-refinement":[68],"strategy,":[69],"validated":[70],"against":[71],"500":[72],"manually":[73],"annotated":[74],"cases.":[75],"The":[76],"LLM":[77],"achieved":[78],"96%":[79],"accuracy":[80],"(\u03ba":[81],"=":[82],"0.85)":[83],"for":[84,102,116,158,175],"classification.":[86],"Overall,":[87],"Aidoc":[89],"demonstrated":[91],"82.2%":[92],"sensitivity,":[93],"97.6%":[94],"specificity,":[95],"96.6%":[97],"accuracy.":[98],"Sensitivity":[99],"was":[100,130],"highest":[101],"acute":[103,159],"(86.2%),":[104],"large":[105],">10":[106],"mm":[107,123],"(95.0%),":[108],"multi-compartment":[110],"hemorrhages":[111,140],"(93.6%),":[112],"but":[113,163],"substantially":[114],"lower":[115],"subacute":[117],"(45.5%),":[118],"chronic":[119],"(54.8%),":[120],"small":[121],"\u226410":[122],"(74.8%),":[124],"single-compartment":[126],"bleeds":[127],"(76.0%).":[128],"Performance":[129],"also":[131],"reduced":[132],"outpatient":[135],"setting":[136],"(72.2%),":[137],"where":[138],"subtle":[139,168],"more":[142],"common,":[143],"while":[144],"remaining":[145],"consistent":[146],"demographic":[148],"subgroups.":[149],"These":[150],"findings":[151],"show":[152],"that":[153],"performs":[156],"reliably":[157],"extensive":[161],"less":[165],"sensitive":[166],"to":[167,182],"or":[169],"localized":[170],"presentations,":[171],"underscoring":[172],"need":[174],"ongoing":[176],"evaluation":[178],"targeted":[180],"improvements":[181],"support":[183],"safe":[184],"clinical":[185],"triage.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-05-13T08:25:38.343686","created_date":"2025-12-24T00:00:00"}
