{"id":"https://openalex.org/W2897228760","doi":"https://doi.org/10.1073/pnas.1806905115","title":"Deep neural network improves fracture detection by clinicians","display_name":"Deep neural network improves fracture detection by clinicians","publication_year":2018,"publication_date":"2018-10-22","ids":{"openalex":"https://openalex.org/W2897228760","doi":"https://doi.org/10.1073/pnas.1806905115","mag":"2897228760","pmid":"https://pubmed.ncbi.nlm.nih.gov/30348771"},"language":"en","primary_location":{"id":"doi:10.1073/pnas.1806905115","is_oa":true,"landing_page_url":"https://doi.org/10.1073/pnas.1806905115","pdf_url":"https://www.pnas.org/content/pnas/115/45/11591.full.pdf","source":{"id":"https://openalex.org/S125754415","display_name":"Proceedings of the National Academy of Sciences","issn_l":"0027-8424","issn":["0027-8424","1091-6490"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320052","host_organization_name":"National Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310320052"],"host_organization_lineage_names":["National Academy of Sciences"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the National Academy of Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.pnas.org/content/pnas/115/45/11591.full.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021117602","display_name":"Robert Lindsey","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Robert Lindsey","raw_affiliation_strings":["Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;","Imagen Technologies, New York, NY 10012;","Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067911413","display_name":"Aaron Daluiski","orcid":"https://orcid.org/0000-0003-2717-2577"},"institutions":[{"id":"https://openalex.org/I1281539108","display_name":"Hospital for Special Surgery","ror":"https://ror.org/03zjqec80","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1281539108"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron Daluiski","raw_affiliation_strings":["Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;","Imagen Technologies, New York, NY 10012;","Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;","institution_ids":["https://openalex.org/I1281539108"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I1281539108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078511139","display_name":"Sumit Chopra","orcid":"https://orcid.org/0009-0009-6637-2230"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sumit Chopra","raw_affiliation_strings":["Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000380151","display_name":"Alexander S. Lachapelle","orcid":"https://orcid.org/0000-0001-8561-8990"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alexander Lachapelle","raw_affiliation_strings":["Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;","Imagen Technologies, New York, NY 10012;","Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":"https://orcid.org/0000-0001-8561-8990","affiliations":[{"raw_affiliation_string":"Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Faculty of Medicine, McGill University, Montreal, QC, Canada, H3A 2R7;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047726287","display_name":"Michael C. Mozer","orcid":"https://orcid.org/0000-0002-9654-0575"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Mozer","raw_affiliation_strings":["Department of Computer Science, University of Colorado, Boulder, CO 80309;","Imagen Technologies, New York, NY 10012;","Department of Computer Science, University of Colorado, Boulder, CO 80309;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Colorado, Boulder, CO 80309;","institution_ids":["https://openalex.org/I188538660"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Science, University of Colorado, Boulder, CO 80309;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066743746","display_name":"Serge Sicular","orcid":null},"institutions":[{"id":"https://openalex.org/I1320796813","display_name":"Mount Sinai Health System","ror":"https://ror.org/04kfn4587","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1320796813"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Serge Sicular","raw_affiliation_strings":["Department of Radiology, Mount Sinai Health System, New York, NY 10029;","Imagen Technologies, New York, NY 10012;","Department of Radiology, Mount Sinai Health System, New York, NY 10029;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Mount Sinai Health System, New York, NY 10029;","institution_ids":["https://openalex.org/I1320796813"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Radiology, Mount Sinai Health System, New York, NY 10029;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I1320796813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027500270","display_name":"Douglas P. Hanel","orcid":"https://orcid.org/0000-0003-2601-7460"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]},{"id":"https://openalex.org/I2802336062","display_name":"Harborview Medical Center","ror":"https://ror.org/059jq5127","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2802336062"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Douglas Hanel","raw_affiliation_strings":["Department of Orthopaedics and Sports Medicine, Harborview Medical Center, University of Washington, Seattle, WA 98104;","Imagen Technologies, New York, NY 10012;","Department of Orthopaedics and Sports Medicine, Harborview Medical Center, University of Washington, Seattle, WA 98104;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics and Sports Medicine, Harborview Medical Center, University of Washington, Seattle, WA 98104;","institution_ids":["https://openalex.org/I2802336062","https://openalex.org/I201448701"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Orthopaedics and Sports Medicine, Harborview Medical Center, University of Washington, Seattle, WA 98104;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I2802336062","https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047177399","display_name":"Michael J. Gardner","orcid":"https://orcid.org/0000-0001-5375-5157"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Gardner","raw_affiliation_strings":["Department of Orthopaedic Surgery, Stanford University School of Medicine, Stanford, CA 94305;","Imagen Technologies, New York, NY 10012;","Department of Orthopaedic Surgery, Stanford University School of Medicine, Stanford, CA 94305;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Stanford University School of Medicine, Stanford, CA 94305;","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Orthopaedic Surgery, Stanford University School of Medicine, Stanford, CA 94305;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101723964","display_name":"Anurag Gupta","orcid":"https://orcid.org/0000-0003-1897-7752"},"institutions":[{"id":"https://openalex.org/I1302444339","display_name":"Northwell Health","ror":"https://ror.org/02bxt4m23","country_code":"US","type":"funder","lineage":["https://openalex.org/I1302444339"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anurag Gupta","raw_affiliation_strings":["Department of Emergency Medicine, Northwell Health, New Hyde Park, NY 11040;","Imagen Technologies, New York, NY 10012;","Department of Emergency Medicine, Northwell Health, New Hyde Park, NY 11040;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Northwell Health, New Hyde Park, NY 11040;","institution_ids":["https://openalex.org/I1302444339"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Emergency Medicine, Northwell Health, New Hyde Park, NY 11040;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I1302444339"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021346982","display_name":"Robert Hotchkiss","orcid":null},"institutions":[{"id":"https://openalex.org/I1281539108","display_name":"Hospital for Special Surgery","ror":"https://ror.org/03zjqec80","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1281539108"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert Hotchkiss","raw_affiliation_strings":["Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;","Imagen Technologies, New York, NY 10012;","Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;","institution_ids":["https://openalex.org/I1281539108"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY 10021;; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I1281539108"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089580393","display_name":"Hollis G. Potter","orcid":"https://orcid.org/0000-0002-9111-6388"},"institutions":[{"id":"https://openalex.org/I1281539108","display_name":"Hospital for Special Surgery","ror":"https://ror.org/03zjqec80","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1281539108"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hollis Potter","raw_affiliation_strings":["Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY 10021","Imagen Technologies, New York, NY 10012;","Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY 10021; Imagen Technologies, New York, NY 10012;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY 10021","institution_ids":["https://openalex.org/I1281539108"]},{"raw_affiliation_string":"Imagen Technologies, New York, NY 10012;","institution_ids":[]},{"raw_affiliation_string":"Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY 10021; Imagen Technologies, New York, NY 10012;","institution_ids":["https://openalex.org/I1281539108"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":45.1907,"has_fulltext":false,"cited_by_count":624,"citation_normalized_percentile":{"value":1.0,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"115","issue":"45","first_page":"11591","last_page":"11596"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9868999719619751,"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/T11894","display_name":"Radiology practices and education","score":0.9855999946594238,"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/radiography","display_name":"Radiography","score":0.734626829624176},{"id":"https://openalex.org/keywords/orthopedic-surgery","display_name":"Orthopedic surgery","score":0.7202120423316956},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7182815074920654},{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.5246294140815735},{"id":"https://openalex.org/keywords/diagnostic-accuracy","display_name":"Diagnostic accuracy","score":0.45049938559532166},{"id":"https://openalex.org/keywords/wrist","display_name":"Wrist","score":0.4404248595237732},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.42992833256721497},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.40638014674186707},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3814706802368164},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.21963274478912354},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.10215267539024353}],"concepts":[{"id":"https://openalex.org/C36454342","wikidata":"https://www.wikidata.org/wiki/Q245341","display_name":"Radiography","level":2,"score":0.734626829624176},{"id":"https://openalex.org/C68312169","wikidata":"https://www.wikidata.org/wiki/Q216685","display_name":"Orthopedic surgery","level":2,"score":0.7202120423316956},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7182815074920654},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.5246294140815735},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.45049938559532166},{"id":"https://openalex.org/C2778216619","wikidata":"https://www.wikidata.org/wiki/Q185706","display_name":"Wrist","level":2,"score":0.4404248595237732},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.42992833256721497},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.40638014674186707},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3814706802368164},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.21963274478912354},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.10215267539024353},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D003951","descriptor_name":"Diagnostic Errors","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D003951","descriptor_name":"Diagnostic Errors","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D003951","descriptor_name":"Diagnostic Errors","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D004635","descriptor_name":"Emergency Medicine","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004635","descriptor_name":"Emergency Medicine","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004635","descriptor_name":"Emergency Medicine","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D011859","descriptor_name":"Radiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011859","descriptor_name":"Radiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011859","descriptor_name":"Radiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D050723","descriptor_name":"Fractures, Bone","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D050723","descriptor_name":"Fractures, Bone","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D050723","descriptor_name":"Fractures, Bone","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D050723","descriptor_name":"Fractures, Bone","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D050723","descriptor_name":"Fractures, Bone","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D050723","descriptor_name":"Fractures, Bone","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D057209","descriptor_name":"Hospital Rapid Response Team","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057209","descriptor_name":"Hospital Rapid Response Team","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057209","descriptor_name":"Hospital Rapid Response Team","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1073/pnas.1806905115","is_oa":true,"landing_page_url":"https://doi.org/10.1073/pnas.1806905115","pdf_url":"https://www.pnas.org/content/pnas/115/45/11591.full.pdf","source":{"id":"https://openalex.org/S125754415","display_name":"Proceedings of the National Academy of Sciences","issn_l":"0027-8424","issn":["0027-8424","1091-6490"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320052","host_organization_name":"National Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310320052"],"host_organization_lineage_names":["National Academy of Sciences"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the National Academy of Sciences","raw_type":"journal-article"},{"id":"pmid:30348771","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30348771","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":"Proceedings of the National Academy of Sciences of the United States of America","raw_type":null},{"id":"pmh:oai:europepmc.org:5180850","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6233134","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6233134","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6233134","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc Natl Acad Sci U S A","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1073/pnas.1806905115","is_oa":true,"landing_page_url":"https://doi.org/10.1073/pnas.1806905115","pdf_url":"https://www.pnas.org/content/pnas/115/45/11591.full.pdf","source":{"id":"https://openalex.org/S125754415","display_name":"Proceedings of the National Academy of Sciences","issn_l":"0027-8424","issn":["0027-8424","1091-6490"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320052","host_organization_name":"National Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310320052"],"host_organization_lineage_names":["National Academy of Sciences"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the National Academy of Sciences","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W22040386","https://openalex.org/W1507985183","https://openalex.org/W1637283730","https://openalex.org/W1901129140","https://openalex.org/W1917647701","https://openalex.org/W2011809392","https://openalex.org/W2017036902","https://openalex.org/W2018549886","https://openalex.org/W2021241586","https://openalex.org/W2022774412","https://openalex.org/W2048262205","https://openalex.org/W2049036672","https://openalex.org/W2071319054","https://openalex.org/W2086005837","https://openalex.org/W2098543955","https://openalex.org/W2102799620","https://openalex.org/W2125602592","https://openalex.org/W2129726455","https://openalex.org/W2131625997","https://openalex.org/W2166507657","https://openalex.org/W2312404985","https://openalex.org/W2557738935","https://openalex.org/W2581082771","https://openalex.org/W2584625575","https://openalex.org/W2585669920","https://openalex.org/W2919115771","https://openalex.org/W2964121744","https://openalex.org/W3150545588"],"related_works":["https://openalex.org/W2406926056","https://openalex.org/W4384345078","https://openalex.org/W2079855793","https://openalex.org/W2085691574","https://openalex.org/W2170071336","https://openalex.org/W2048493693","https://openalex.org/W4252242999","https://openalex.org/W2013246180","https://openalex.org/W1996668300","https://openalex.org/W2062907270"],"abstract_inverted_index":{"Suspected":[0],"fractures":[1,75,103,142],"are":[2,57,218],"among":[3],"the":[4,19,112,149,152,233],"most":[5],"common":[6],"reasons":[7],"for":[8,29,41,77],"patients":[9,28],"to":[10,26,99,109,136,140,230,242],"visit":[11],"emergency":[12,55,64,133],"departments":[13],"(EDs),":[14],"and":[15,47,73,101,147,166,172,180],"X-ray":[16],"imaging":[17],"is":[18],"primary":[20],"diagnostic":[21,85,205],"tool":[22],"used":[23],"by":[24,63,120,221],"clinicians":[25,66,135],"assess":[27],"fractures.":[30],"Missing":[31],"a":[32,35,95,129,190,219],"fracture":[33],"in":[34,44,54,71,87,104,143,193,204,210],"radiograph":[36],"often":[37,58],"has":[38],"severe":[39],"consequences":[40],"patients,":[42],"resulting":[43],"delayed":[45],"treatment":[46],"poor":[48],"recovery":[49],"of":[50,61,79,81,114,151,196,236],"function.":[51],"Nevertheless,":[52],"radiographs":[53,145],"settings":[56],"read":[59],"out":[60],"necessity":[62],"medicine":[65,134],"who":[67],"lack":[68],"subspecialized":[69,117],"expertise":[70,113,229],"orthopedics,":[72],"misdiagnosed":[74],"account":[76],"upward":[78],"four":[80],"every":[82],"five":[83],"reported":[84],"errors":[86],"certain":[88],"EDs.":[89],"In":[90],"this":[91,211],"work,":[92],"we":[93,208],"developed":[94],"deep":[96,153,215],"neural":[97],"network":[98],"detect":[100,141],"localize":[102],"radiographs.":[105,125],"We":[106,126],"trained":[107],"it":[108],"accurately":[110],"emulate":[111],"18":[115],"senior":[116,223],"orthopedic":[118],"surgeons":[119],"having":[121],"them":[122],"annotate":[123],"135,409":[124],"then":[127],"ran":[128],"controlled":[130],"experiment":[131],"with":[132,146],"evaluate":[137],"their":[138,228],"ability":[139],"wrist":[144],"without":[148],"assistance":[150],"learning":[154,216],"model.":[155],"The":[156,186,201],"average":[157,187],"clinician's":[158],"sensitivity":[159],"was":[160,174],"80.8%":[161],"(95%":[162,168,182,198],"CI,":[163,169,177,183,199],"76.7-84.1%)":[164],"unaided":[165,179],"91.5%":[167],"89.3-92.9%)":[170],"aided,":[171],"specificity":[173],"87.5%":[175],"(95":[176],"85.3-89.5%)":[178],"93.9%":[181],"92.9-94.9%)":[184],"aided.":[185],"clinician":[188],"experienced":[189],"relative":[191],"reduction":[192],"misinterpretation":[194],"rate":[195],"47.0%":[197],"37.4-53.9%).":[200],"significant":[202],"improvements":[203,241],"accuracy":[206],"that":[207,214],"observed":[209],"study":[212],"show":[213],"methods":[217],"mechanism":[220],"which":[222],"medical":[224],"specialists":[225],"can":[226],"deliver":[227],"generalists":[231],"on":[232],"front":[234],"lines":[235],"medicine,":[237],"thereby":[238],"providing":[239],"substantial":[240],"patient":[243],"care.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":51},{"year":2025,"cited_by_count":73},{"year":2024,"cited_by_count":100},{"year":2023,"cited_by_count":83},{"year":2022,"cited_by_count":82},{"year":2021,"cited_by_count":107},{"year":2020,"cited_by_count":85},{"year":2019,"cited_by_count":40},{"year":2018,"cited_by_count":3}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}
