{"id":"https://openalex.org/W1917894041","doi":"https://doi.org/10.1073/pnas.1505935112","title":"Automatic classification of prostate cancer Gleason scores from multiparametric magnetic resonance images","display_name":"Automatic classification of prostate cancer Gleason scores from multiparametric magnetic resonance images","publication_year":2015,"publication_date":"2015-11-02","ids":{"openalex":"https://openalex.org/W1917894041","doi":"https://doi.org/10.1073/pnas.1505935112","mag":"1917894041","pmid":"https://pubmed.ncbi.nlm.nih.gov/26578786"},"language":"en","primary_location":{"id":"doi:10.1073/pnas.1505935112","is_oa":true,"landing_page_url":"https://doi.org/10.1073/pnas.1505935112","pdf_url":"https://www.pnas.org/content/pnas/112/46/E6265.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/112/46/E6265.full.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022673453","display_name":"Duc Fehr","orcid":"https://orcid.org/0000-0002-3538-1099"},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Duc Fehr","raw_affiliation_strings":["Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","aDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"aDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014597008","display_name":"Harini Veeraraghavan","orcid":"https://orcid.org/0000-0002-4054-5529"},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Harini Veeraraghavan","raw_affiliation_strings":["Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","aDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"aDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040962356","display_name":"Andreas G. Wibmer","orcid":"https://orcid.org/0000-0003-3432-6706"},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andreas Wibmer","raw_affiliation_strings":["Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011515442","display_name":"Tatsuo Gondo","orcid":null},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tatsuo Gondo","raw_affiliation_strings":["Department of Urology, Memorial Sloan Kettering Cancer Center, New York, NY","cDepartment of Urology, Memorial Sloan Kettering Cancer Center, New York, NY"],"affiliations":[{"raw_affiliation_string":"Department of Urology, Memorial Sloan Kettering Cancer Center, New York, NY","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"cDepartment of Urology, Memorial Sloan Kettering Cancer Center, New York, NY","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011820683","display_name":"Kazuhiro Matsumoto","orcid":"https://orcid.org/0000-0001-9222-0999"},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kazuhiro Matsumoto","raw_affiliation_strings":["Department of Urology, Memorial Sloan Kettering Cancer Center, New York, NY","cDepartment of Urology, Memorial Sloan Kettering Cancer Center, New York, NY"],"affiliations":[{"raw_affiliation_string":"Department of Urology, Memorial Sloan Kettering Cancer Center, New York, NY","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"cDepartment of Urology, Memorial Sloan Kettering Cancer Center, New York, NY","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103962811","display_name":"H. Alberto Vargas","orcid":null},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Herbert Alberto Vargas","raw_affiliation_strings":["Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028460960","display_name":"Evis Sala","orcid":"https://orcid.org/0000-0002-5518-9360"},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Evis Sala","raw_affiliation_strings":["Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021013894","display_name":"Hedvig Hricak","orcid":"https://orcid.org/0000-0003-2240-9694"},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hedvig Hricak","raw_affiliation_strings":["Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"bDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026159944","display_name":"Joseph O. Deasy","orcid":"https://orcid.org/0000-0002-9437-266X"},"institutions":[{"id":"https://openalex.org/I1334819555","display_name":"Memorial Sloan Kettering Cancer Center","ror":"https://ror.org/02yrq0923","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1334819555"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph O. Deasy","raw_affiliation_strings":["Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","aDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]},{"raw_affiliation_string":"aDepartment of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY;","institution_ids":["https://openalex.org/I1334819555"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5022673453"],"corresponding_institution_ids":["https://openalex.org/I1334819555"],"apc_list":null,"apc_paid":null,"fwci":20.846,"has_fulltext":false,"cited_by_count":379,"citation_normalized_percentile":{"value":0.99593103,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"112","issue":"46","first_page":"E6265","last_page":"73"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10124","display_name":"Prostate Cancer Diagnosis and Treatment","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T10124","display_name":"Prostate Cancer Diagnosis and Treatment","score":0.9986000061035156,"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":0.9968000054359436,"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/T10543","display_name":"Prostate Cancer Treatment and Research","score":0.9901999831199646,"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":0.708399772644043},{"id":"https://openalex.org/keywords/prostate-cancer","display_name":"Prostate cancer","score":0.6249498128890991},{"id":"https://openalex.org/keywords/prostate","display_name":"Prostate","score":0.5260015726089478},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.4931747317314148},{"id":"https://openalex.org/keywords/multiparametric-mri","display_name":"Multiparametric MRI","score":0.44169747829437256},{"id":"https://openalex.org/keywords/prostatectomy","display_name":"Prostatectomy","score":0.4348932206630707},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3922874927520752},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.3697947859764099},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3116019368171692},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.25121012330055237}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.708399772644043},{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.6249498128890991},{"id":"https://openalex.org/C2776235491","wikidata":"https://www.wikidata.org/wiki/Q9625","display_name":"Prostate","level":3,"score":0.5260015726089478},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4931747317314148},{"id":"https://openalex.org/C2910607126","wikidata":"https://www.wikidata.org/wiki/Q48790829","display_name":"Multiparametric MRI","level":4,"score":0.44169747829437256},{"id":"https://openalex.org/C2779466945","wikidata":"https://www.wikidata.org/wiki/Q1765251","display_name":"Prostatectomy","level":4,"score":0.4348932206630707},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3922874927520752},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.3697947859764099},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3116019368171692},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.25121012330055237}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D011859","descriptor_name":"Radiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011859","descriptor_name":"Radiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011859","descriptor_name":"Radiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1073/pnas.1505935112","is_oa":true,"landing_page_url":"https://doi.org/10.1073/pnas.1505935112","pdf_url":"https://www.pnas.org/content/pnas/112/46/E6265.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:26578786","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26578786","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:pubmedcentral.nih.gov:4655555","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4655555","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":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.1505935112","is_oa":true,"landing_page_url":"https://doi.org/10.1073/pnas.1505935112","pdf_url":"https://www.pnas.org/content/pnas/112/46/E6265.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":[{"display_name":"Good health and well-being","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1917894041.pdf","grobid_xml":"https://content.openalex.org/works/W1917894041.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W192715580","https://openalex.org/W313065440","https://openalex.org/W1558633536","https://openalex.org/W1565746575","https://openalex.org/W1660467310","https://openalex.org/W1680392829","https://openalex.org/W1792568252","https://openalex.org/W1938234037","https://openalex.org/W1965895350","https://openalex.org/W1978761040","https://openalex.org/W1983489308","https://openalex.org/W1983602950","https://openalex.org/W1992242265","https://openalex.org/W2012693272","https://openalex.org/W2016494145","https://openalex.org/W2017222169","https://openalex.org/W2025689342","https://openalex.org/W2026616100","https://openalex.org/W2027710019","https://openalex.org/W2027967978","https://openalex.org/W2033069053","https://openalex.org/W2036610808","https://openalex.org/W2044465660","https://openalex.org/W2049392684","https://openalex.org/W2053724458","https://openalex.org/W2059559115","https://openalex.org/W2060925552","https://openalex.org/W2064130501","https://openalex.org/W2071428121","https://openalex.org/W2074466695","https://openalex.org/W2080951248","https://openalex.org/W2103004421","https://openalex.org/W2107956883","https://openalex.org/W2112224175","https://openalex.org/W2116948717","https://openalex.org/W2118713781","https://openalex.org/W2121642414","https://openalex.org/W2124577350","https://openalex.org/W2125878029","https://openalex.org/W2127036910","https://openalex.org/W2128739912","https://openalex.org/W2129589381","https://openalex.org/W2133094593","https://openalex.org/W2143426320","https://openalex.org/W2145274312","https://openalex.org/W2149403404","https://openalex.org/W2152575748","https://openalex.org/W2154290668","https://openalex.org/W2154776925","https://openalex.org/W2170552969","https://openalex.org/W2976840617","https://openalex.org/W3100970744"],"related_works":["https://openalex.org/W2023475404","https://openalex.org/W2075009997","https://openalex.org/W2066092646","https://openalex.org/W2084343070","https://openalex.org/W2088520467","https://openalex.org/W2075763133","https://openalex.org/W2376423713","https://openalex.org/W1583600832","https://openalex.org/W2803174458","https://openalex.org/W3016198577"],"abstract_inverted_index":{"Noninvasive,":[0],"radiological":[1],"image-based":[2],"detection":[3],"and":[4,15,45,66,101,114,118,150,152,191,193,224,226,262],"stratification":[5],"of":[6,18,35,57,77,175,207,236,251,276],"Gleason":[7,58,277],"patterns":[8],"can":[9,269],"impact":[10],"clinical":[11],"outcomes,":[12],"treatment":[13],"selection,":[14],"the":[16,75,124,130,148,159,168,222,237,248],"determination":[17],"disease":[19],"status":[20],"at":[21],"diagnosis":[22],"without":[23],"subjecting":[24],"patients":[25],"to":[26,247,271],"surgical":[27],"biopsies.":[28],"We":[29],"present":[30],"machine":[31],"learning-based":[32],"automatic":[33],"classification":[34,56,275],"prostate":[36],"cancer":[37],"aggressiveness":[38],"by":[39,81,89],"combining":[40],"apparent":[41],"diffusion":[42],"coefficient":[43],"(ADC)":[44],"T2-weighted":[46],"(T2-w)":[47],"MRI-based":[48],"texture":[49,257],"features.":[50],"Our":[51,93,127,253],"approach":[52,128],"achieved":[53,171,204],"reasonably":[54,273],"accurate":[55,274],"scores":[59],"(GS)":[60],"6(3":[61,98,180],"+":[62,68,72,99,133,138,181,213,218],"3)":[63,73,100,139,182,219],"vs.":[64,70,183],"\u22657":[65,102,185],"7(3":[67,132,212],"4)":[69,134,214],"7(4":[71,137,217],"despite":[74],"presence":[76],"highly":[78],"unbalanced":[79],"samples":[80],"using":[82,166],"two":[83],"different":[84],"sample":[85,267],"augmentation":[86,268],"techniques":[87],"followed":[88],"feature":[90],"selection-based":[91],"classification.":[92],"method":[94],"distinguished":[95,129],"between":[96],"GS":[97,131,136,179,184,211,216],"cancers":[103,108,121,144,156,187,196,229,238],"with":[104,140,153,266],"93%":[105,154],"accuracy":[106,142,174,206],"for":[107,120,143,155,177,186,195,209,228],"occurring":[109,122,145,157,188,197,220,230,239],"in":[110,123,146,158,189,198,221,231,240],"both":[111,147],"peripheral":[112],"(PZ)":[113],"transition":[115],"(TZ)":[116],"zones":[117],"92%":[119,141],"PZ":[125,149,160,190,199,223,232],"alone.":[126,161,200,233],"from":[135,215,260],"TZ":[151,192,225,241],"In":[162],"comparison,":[163],"a":[164,172],"classifier":[165,203],"only":[167],"ADC":[169,261],"mean":[170],"top":[173],"58%":[176],"distinguishing":[178,210],"63%":[194],"The":[201],"same":[202],"an":[205],"59%":[208],"60%":[227],"Separate":[234],"analysis":[235],"alone":[242],"was":[243],"not":[244],"performed":[245],"owing":[246],"limited":[249],"number":[250],"samples.":[252],"results":[254],"suggest":[255],"that":[256],"features":[258],"derived":[259],"T2-w":[263],"MRI":[264],"together":[265],"help":[270],"obtain":[272],"patterns.":[278]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":47},{"year":2022,"cited_by_count":40},{"year":2021,"cited_by_count":57},{"year":2020,"cited_by_count":51},{"year":2019,"cited_by_count":51},{"year":2018,"cited_by_count":44},{"year":2017,"cited_by_count":26},{"year":2016,"cited_by_count":16},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2025-10-10T00:00:00"}