{"id":"https://openalex.org/W2087103181","doi":"https://doi.org/10.1117/12.2043870","title":"Bilateral image subtraction features for multivariate automated classification of breast cancer risk","display_name":"Bilateral image subtraction features for multivariate automated classification of breast cancer risk","publication_year":2014,"publication_date":"2014-03-24","ids":{"openalex":"https://openalex.org/W2087103181","doi":"https://doi.org/10.1117/12.2043870","mag":"2087103181"},"language":"en","primary_location":{"id":"doi:10.1117/12.2043870","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2043870","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055842704","display_name":"Jos\u00e9 M. Celaya-Padilla","orcid":"https://orcid.org/0000-0001-6847-3777"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jose M. Celaya-Padilla","raw_affiliation_strings":["Tecnol\u00f3gico de Monterrey (Mexico)","Tecnol\u00f3gico de Monterrey, M\u00e9xico ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey (Mexico)","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey, M\u00e9xico ()","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010655611","display_name":"Juan Rodr\u00edguez-Rojas","orcid":null},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan Rodriguez-Rojas","raw_affiliation_strings":["Tecnol\u00f3gico de Monterrey (Mexico)","Tecnol\u00f3gico de Monterrey, M\u00e9xico ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey (Mexico)","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey, M\u00e9xico ()","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010002157","display_name":"Jorge I. Galv\u00e1n-Tejada","orcid":"https://orcid.org/0000-0002-7555-5655"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jorge I. Galv\u00e1n-Tejada","raw_affiliation_strings":["Tecnol\u00f3gico de Monterrey (Mexico)","Tecnol\u00f3gico de Monterrey, M\u00e9xico ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey (Mexico)","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey, M\u00e9xico ()","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086741290","display_name":"Antonio Mart\u00ednez\u2010Torteya","orcid":"https://orcid.org/0000-0002-7637-4637"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Antonio Mart\u00ednez-Torteya","raw_affiliation_strings":["Tecnol\u00f3gico de Monterrey (Mexico)","Tecnol\u00f3gico de Monterrey, M\u00e9xico ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey (Mexico)","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey, M\u00e9xico ()","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035500744","display_name":"V\u00edctor Trevi\u00f1o","orcid":"https://orcid.org/0000-0002-7472-9844"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Victor Trevi\u00f1o","raw_affiliation_strings":["Tecnol\u00f3gico de Monterrey (Mexico)","Tecnol\u00f3gico de Monterrey, M\u00e9xico ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey (Mexico)","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey, M\u00e9xico ()","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075416557","display_name":"Jos\u00e9 G. Tamez\u2010Pe\u00f1a","orcid":"https://orcid.org/0000-0003-1361-5162"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 G. Tamez-Pe\u00f1a","raw_affiliation_strings":["Tecnol\u00f3gico de Monterrey (Mexico)","Tecnol\u00f3gico de Monterrey, M\u00e9xico ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey (Mexico)","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey, M\u00e9xico ()","institution_ids":["https://openalex.org/I98461037"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98461037"],"apc_list":null,"apc_paid":null,"fwci":0.6203,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.68314793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"9035","issue":null,"first_page":"90351T","last_page":"90351T"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9995999932289124,"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":0.9995999932289124,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10885","display_name":"Gene expression and cancer classification","score":0.9717000126838684,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.7916799783706665},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.6676443219184875},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5561764240264893},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5532889366149902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5473664999008179},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5237600803375244},{"id":"https://openalex.org/keywords/triage","display_name":"Triage","score":0.4715925455093384},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.4317781627178192},{"id":"https://openalex.org/keywords/computer-aided-diagnosis","display_name":"Computer-aided diagnosis","score":0.4239340126514435},{"id":"https://openalex.org/keywords/radiological-weapon","display_name":"Radiological weapon","score":0.411914587020874},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41105109453201294},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.4091717004776001},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.37388789653778076},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21723273396492004},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10411015152931213}],"concepts":[{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.7916799783706665},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6676443219184875},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5561764240264893},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5532889366149902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5473664999008179},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5237600803375244},{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.4715925455093384},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.4317781627178192},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.4239340126514435},{"id":"https://openalex.org/C190892606","wikidata":"https://www.wikidata.org/wiki/Q3512464","display_name":"Radiological weapon","level":2,"score":0.411914587020874},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41105109453201294},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4091717004776001},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.37388789653778076},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21723273396492004},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10411015152931213},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2043870","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2043870","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8700000047683716}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"},{"id":"https://openalex.org/F4320323037","display_name":"Instituto Tecnol\u00f3gico y de Estudios Superiores de Monterrey","ror":"https://ror.org/03ayjn504"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W177004468","https://openalex.org/W1993650430","https://openalex.org/W2026729706","https://openalex.org/W2026817651","https://openalex.org/W2032078542","https://openalex.org/W2063322980","https://openalex.org/W2122436376","https://openalex.org/W2147555557","https://openalex.org/W2154687435","https://openalex.org/W2161410433","https://openalex.org/W6607184829","https://openalex.org/W6683551550"],"related_works":["https://openalex.org/W1975091423","https://openalex.org/W2033023095","https://openalex.org/W2144451503","https://openalex.org/W125325933","https://openalex.org/W2742743201","https://openalex.org/W1978794434","https://openalex.org/W3190666406","https://openalex.org/W4311196528","https://openalex.org/W2338709101","https://openalex.org/W2101163260"],"abstract_inverted_index":{"Early":[0],"tumor":[1],"detection":[2],"is":[3,13,25,97],"key":[4],"in":[5],"reducing":[6],"breast":[7,79],"cancer":[8],"deaths":[9],"and":[10,34,78,126,142,171],"screening":[11],"mammography":[12],"the":[14,76,86,112,153],"most":[15],"widely":[16],"available":[17],"method":[18],"for":[19,152],"early":[20],"detection.":[21],"However,":[22],"mammogram":[23],"interpretation":[24,38,46],"based":[26],"on":[27],"human":[28],"radiologist,":[29],"whose":[30],"radiological":[31,37],"skills,":[32],"experience":[33],"workload":[35],"makes":[36],"inconsistent.":[39],"In":[40,106],"an":[41,60,92,102,143,167,172],"attempt":[42],"to":[43,64],"make":[44],"mammographic":[45,88],"more":[47],"consistent,":[48],"computer":[49],"aided":[50],"diagnosis":[51],"(CADx)":[52],"systems":[53],"has":[54],"been":[55],"introduced.":[56],"This":[57],"paper":[58],"presents":[59],"CADx":[61,73],"system":[62,74],"aimed":[63],"automatically":[65],"triage":[66],"normal":[67,120,157,163],"mammograms":[68,128,164],"form":[69,111],"suspicious":[70],"mammograms.":[71,158],"The":[72,133,159],"co-reregister":[75],"left":[77],"images,":[80],"then":[81],"extracts":[82],"image":[83],"features":[84],"from":[85],"co-registered":[87],"bilateral":[89],"sets.":[90],"Finally,":[91],"optimal":[93,160],"logistic":[94],"multivariate":[95],"model":[96,165],"generated":[98],"by":[99],"means":[100],"of":[101,140,150,169,174],"evolutionary":[103],"search":[104],"engine.":[105],"this":[107],"study,":[108],"440":[109],"subjects":[110],"DDSM":[113],"public":[114],"data":[115],"sets":[116],"were":[117],"used:":[118],"44":[119],"mammograms,":[121,125],"201":[122],"malignant":[123,130],"mass":[124,161],"195":[127],"with":[129],"calci":[131,154],"cations.":[132],"results":[134],"showed":[135],"a":[136],"cross":[137],"validation":[138],"accuracy":[139,168],"0.88":[141],"area":[144],"under":[145],"receiver":[146],"operating":[147],"characteristic":[148],"(AUC)":[149],"0.89":[151],"cations":[155],"vs.":[156,162],"obtained":[166],"0.85":[170],"AUC":[173],"0.88.":[175]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}