{"id":"https://openalex.org/W2972720126","doi":"https://doi.org/10.1007/s10278-019-00278-0","title":"A Multi-million Mammography Image Dataset and Population-Based Screening Cohort for the Training and Evaluation of Deep Neural Networks\u2014the Cohort of Screen-Aged Women (CSAW)","display_name":"A Multi-million Mammography Image Dataset and Population-Based Screening Cohort for the Training and Evaluation of Deep Neural Networks\u2014the Cohort of Screen-Aged Women (CSAW)","publication_year":2019,"publication_date":"2019-09-13","ids":{"openalex":"https://openalex.org/W2972720126","doi":"https://doi.org/10.1007/s10278-019-00278-0","mag":"2972720126","pmid":"https://pubmed.ncbi.nlm.nih.gov/31520277"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-019-00278-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00278-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00278-0.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Digital Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00278-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016899872","display_name":"Karin Dembrower","orcid":"https://orcid.org/0000-0001-5966-0749"},"institutions":[{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Karin Dembrower","raw_affiliation_strings":["Breast Radiology Department of Radiology, Capio Sankt G\u00f6rans Hospital, Stockholm, Sweden. Karin.dembrower@ki.se","Department of Physiology and Pharmacology, Karolinska Institutet, Solna, Sweden. Karin.dembrower@ki.se","Department of Physiology and Pharmacology, Karolinska Institutet, Solna, Sweden"],"affiliations":[{"raw_affiliation_string":"Breast Radiology Department of Radiology, Capio Sankt G\u00f6rans Hospital, Stockholm, Sweden. Karin.dembrower@ki.se","institution_ids":[]},{"raw_affiliation_string":"Department of Physiology and Pharmacology, Karolinska Institutet, Solna, Sweden. Karin.dembrower@ki.se","institution_ids":[]},{"raw_affiliation_string":"Department of Physiology and Pharmacology, Karolinska Institutet, Solna, Sweden","institution_ids":["https://openalex.org/I28166907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047774923","display_name":"Peter Lindholm","orcid":"https://orcid.org/0000-0002-0840-9244"},"institutions":[{"id":"https://openalex.org/I1335113835","display_name":"Karolinska University Hospital","ror":"https://ror.org/00m8d6786","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I1335113835"]},{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Peter Lindholm","raw_affiliation_strings":["Department of Physiology and Pharmacology, Karolinska Institutet, Solna, Sweden","Thoracic Radiology, Imaging and Physiology, Karolinska University Hospital, Solna, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Physiology and Pharmacology, Karolinska Institutet, Solna, Sweden","institution_ids":["https://openalex.org/I28166907"]},{"raw_affiliation_string":"Thoracic Radiology, Imaging and Physiology, Karolinska University Hospital, Solna, Sweden","institution_ids":["https://openalex.org/I1335113835"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054806131","display_name":"Fredrik Strand","orcid":"https://orcid.org/0000-0003-3910-7086"},"institutions":[{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]},{"id":"https://openalex.org/I1335113835","display_name":"Karolinska University Hospital","ror":"https://ror.org/00m8d6786","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I1335113835"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Fredrik Strand","raw_affiliation_strings":["Breast Radiology, Karolinska University Hospital, Solna, Sweden","Department of Pathology and Oncology, Karolinska Institutet, Solna, Sweden"],"affiliations":[{"raw_affiliation_string":"Breast Radiology, Karolinska University Hospital, Solna, Sweden","institution_ids":["https://openalex.org/I1335113835"]},{"raw_affiliation_string":"Department of Pathology and Oncology, Karolinska Institutet, Solna, Sweden","institution_ids":["https://openalex.org/I28166907"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5016899872"],"corresponding_institution_ids":["https://openalex.org/I28166907"],"apc_list":{"value":3190,"currency":"EUR","value_usd":4190},"apc_paid":{"value":3190,"currency":"EUR","value_usd":4190},"fwci":4.3399,"has_fulltext":true,"cited_by_count":88,"citation_normalized_percentile":{"value":0.95532543,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"33","issue":"2","first_page":"408","last_page":"413"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T11361","display_name":"Digital Radiography and Breast Imaging","score":0.9970999956130981,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7722650766372681},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.7119285464286804},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.6815802454948425},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.6549444794654846},{"id":"https://openalex.org/keywords/breast-cancer-screening","display_name":"Breast cancer screening","score":0.5767980813980103},{"id":"https://openalex.org/keywords/breast-imaging","display_name":"Breast imaging","score":0.507300078868866},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5061678290367126},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.4619942009449005},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.42515209317207336},{"id":"https://openalex.org/keywords/cohort-study","display_name":"Cohort study","score":0.41023704409599304},{"id":"https://openalex.org/keywords/family-medicine","display_name":"Family medicine","score":0.33437293767929077},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3232659697532654},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1782451570034027},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.07762157917022705}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7722650766372681},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.7119285464286804},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6815802454948425},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.6549444794654846},{"id":"https://openalex.org/C2778491387","wikidata":"https://www.wikidata.org/wiki/Q17011492","display_name":"Breast cancer screening","level":5,"score":0.5767980813980103},{"id":"https://openalex.org/C2777432617","wikidata":"https://www.wikidata.org/wiki/Q22905905","display_name":"Breast imaging","level":5,"score":0.507300078868866},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5061678290367126},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.4619942009449005},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.42515209317207336},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.41023704409599304},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.33437293767929077},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3232659697532654},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1782451570034027},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.07762157917022705}],"mesh":[{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008403","descriptor_name":"Mass Screening","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008403","descriptor_name":"Mass Screening","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008403","descriptor_name":"Mass Screening","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055088","descriptor_name":"Early Detection of Cancer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s10278-019-00278-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00278-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00278-0.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Digital Imaging","raw_type":"journal-article"},{"id":"pmid:31520277","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31520277","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":"Journal of digital imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7165146","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7165146","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Digit Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10278-019-00278-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00278-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00278-0.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Digital Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.75,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G2263447781","display_name":null,"funder_award_id":"20170802","funder_id":"https://openalex.org/F4320322570","funder_display_name":"Stockholms L\u00e4ns Landsting"},{"id":"https://openalex.org/G6730099754","display_name":null,"funder_award_id":"2017-01382","funder_id":"https://openalex.org/F4320321030","funder_display_name":"VINNOVA"}],"funders":[{"id":"https://openalex.org/F4320321030","display_name":"VINNOVA","ror":"https://ror.org/01kd5m353"},{"id":"https://openalex.org/F4320322315","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691"},{"id":"https://openalex.org/F4320322570","display_name":"Stockholms L\u00e4ns Landsting","ror":"https://ror.org/02zrae794"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2972720126.pdf","grobid_xml":"https://content.openalex.org/works/W2972720126.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1492182164","https://openalex.org/W1971475567","https://openalex.org/W2005506998","https://openalex.org/W2054211750","https://openalex.org/W2056384375","https://openalex.org/W2071601608","https://openalex.org/W2096663717","https://openalex.org/W2131756199","https://openalex.org/W2143624574","https://openalex.org/W2197486981","https://openalex.org/W2529908594","https://openalex.org/W2611650229","https://openalex.org/W2786204509","https://openalex.org/W2792253967","https://openalex.org/W2794622599","https://openalex.org/W2904325715","https://openalex.org/W2963466845","https://openalex.org/W3101156210"],"related_works":["https://openalex.org/W3122972499","https://openalex.org/W2105667964","https://openalex.org/W2076908053","https://openalex.org/W2117952144","https://openalex.org/W1967579262","https://openalex.org/W2897267175","https://openalex.org/W1994267236","https://openalex.org/W3215153804","https://openalex.org/W2120277115","https://openalex.org/W2033683555"],"abstract_inverted_index":{"For":[0],"AI":[1,175],"researchers,":[2],"access":[3],"to":[4,22,36,62,68,83,88,128,190],"a":[5,24,55,144,197,296],"large":[6],"and":[7,44,77,120,166,194,254,301],"well-curated":[8],"dataset":[9,170,282],"is":[10,54],"crucial.":[11],"Working":[12],"in":[13,70,275,307],"the":[14,71,98,101,108,116,129,158,169,172,181,276,308],"field":[15],"of":[16,33,50,58,65,92,100,152,161,168,174,199,263,303,310],"breast":[17,38,103,220,228,236,242],"radiology,":[18],"our":[19],"aim":[20],"was":[21,155,233],"develop":[23],"high-quality":[25],"platform":[26,298],"that":[27,105],"can":[28],"be":[29],"used":[30,286],"for":[31,149,157,171,216,230,287,299],"evaluation":[32,151,288,302],"networks":[34,154,306],"aiming":[35],"predict":[37],"cancer":[39,131,135,243],"risk,":[40],"estimate":[41],"mammographic":[42,311],"sensitivity,":[43],"detect":[45],"tumors.":[46],"Our":[47,281],"dataset,":[48],"Cohort":[49],"Screen-Aged":[51],"Women":[52],"(CSAW),":[53],"population-based":[56],"cohort":[57],"all":[59,214],"women":[60,80,188,217,225,265],"40":[61],"74":[63],"years":[64],"age":[66],"invited":[67,82,189],"screening":[69,85,191,202,279],"Stockholm":[72],"region,":[73],"Sweden,":[74],"between":[75,192],"2008":[76,193],"2015.":[78],"All":[79],"were":[81,95,112,124,140,223],"mammography":[84,207],"every":[86],"18":[87],"24":[89],"months":[90],"free":[91],"charge.":[93],"Images":[94],"collected":[96,113,125],"from":[97,137],"PACS":[99],"three":[102],"centers":[104],"completely":[106],"cover":[107],"region.":[109],"DICOM":[110],"metadata":[111],"together":[114],"with":[115,196,227],"images.":[117],"Screening":[118],"decisions":[119],"clinical":[121],"outcome":[122],"data":[123,239],"by":[126,143,180,289],"linkage":[127],"regional":[130],"center":[132],"registers.":[133],"Incident":[134],"cases,":[136],"one":[138,162],"center,":[139],"pixel-level":[141],"annotated":[142,270],"radiologist.":[145],"A":[146],"separate":[147],"subset":[148],"efficient":[150],"external":[153],"defined":[156,295],"uptake":[159],"area":[160],"center.":[163],"The":[164],"collection":[165],"use":[167],"purpose":[173],"research":[176,291],"has":[177,283],"been":[178,211,285],"approved":[179],"Ethical":[182],"Review":[183],"Board.":[184],"CSAW":[185],"included":[186],"499,807":[187],"2015":[195],"total":[198],"1,182,733":[200],"completed":[201],"examinations.":[203],"Around":[204],"2":[205],"million":[206],"images":[208,215,262],"have":[209,294],"currently":[210],"collected,":[212],"including":[213,271],"who":[218],"developed":[219],"cancer.":[221,237],"There":[222],"10,582":[224],"diagnosed":[226],"cancer;":[229],"8463,":[231],"it":[232],"their":[234],"first":[235],"Clinical":[238],"include":[240],"biopsy-verified":[241],"diagnoses,":[244],"histological":[245],"origin,":[246],"tumor":[247,273],"size,":[248],"lymph":[249],"node":[250],"status,":[251],"Elston":[252],"grade,":[253],"receptor":[255],"status.":[256],"One":[257],"thousand":[258],"eight":[259],"hundred":[260],"ninety-one":[261],"898":[264],"had":[266],"tumors":[267],"pixel":[268],"level":[269],"any":[272],"signs":[274],"prior":[277],"negative":[278],"mammogram.":[280],"already":[284],"several":[290],"groups.":[292],"We":[293],"high-volume":[297],"training":[300],"deep":[304],"neural":[305],"domain":[309],"imaging.":[312]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":24},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":8}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}