{"id":"https://openalex.org/W2018505225","doi":"https://doi.org/10.1117/1.2956662","title":"Automated breast cancer classification using near-infrared optical tomographic images","display_name":"Automated breast cancer classification using near-infrared optical tomographic images","publication_year":2008,"publication_date":"2008-07-01","ids":{"openalex":"https://openalex.org/W2018505225","doi":"https://doi.org/10.1117/1.2956662","mag":"2018505225","pmid":"https://pubmed.ncbi.nlm.nih.gov/19021329"},"language":"en","primary_location":{"id":"doi:10.1117/1.2956662","doi":"https://doi.org/10.1117/1.2956662","is_oa":true,"landing_page_url":"https://doi.org/10.1117/1.2956662","pdf_url":"https://www.spiedigitallibrary.org/journals/journal-of-biomedical-optics/volume-13/issue-4/044001/Automated-breast-cancer-classification-using-near-infrared-optical-tomographic-images/10.1117/1.2956662.pdf","source":{"id":"https://openalex.org/S117354312","display_name":"Journal of Biomedical Optics","issn_l":"1083-3668","issn":["1083-3668","1560-2281"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-2","medline","norway-2","oarl","poland-70","russia-white-list-1"],"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":"Journal of Biomedical Optics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.spiedigitallibrary.org/journals/journal-of-biomedical-optics/volume-13/issue-4/044001/Automated-breast-cancer-classification-using-near-infrared-optical-tomographic-images/10.1117/1.2956662.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103569564","display_name":"James Z. Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Z. Wang","raw_affiliation_strings":["Clemson Univ","Clemson University, School of Computing, Clemson, South Carolina 29634, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clemson Univ","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Clemson University, School of Computing, Clemson, South Carolina 29634, USA","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002977387","display_name":"Xiaoping Liang","orcid":"https://orcid.org/0000-0001-5644-3642","observed_orcids":["https://orcid.org/0000-0001-5644-3642"]},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoping Liang","raw_affiliation_strings":["Univ. of Florida","University of Florida, J. Crayton Pruitt Family Department of Biomedical Engineering, Gainesville, Florida 32611"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. of Florida","institution_ids":["https://openalex.org/I33213144"]},{"raw_affiliation_string":"University of Florida, J. Crayton Pruitt Family Department of Biomedical Engineering, Gainesville, Florida 32611","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004136136","display_name":"Qizhi Zhang","orcid":"https://orcid.org/0000-0002-8544-609X","observed_orcids":["https://orcid.org/0000-0002-8544-609X"]},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qizhi Zhang","raw_affiliation_strings":["Univ. of Florida","University of Florida, J. Crayton Pruitt Family Department of Biomedical Engineering, Gainesville, Florida 32611"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. of Florida","institution_ids":["https://openalex.org/I33213144"]},{"raw_affiliation_string":"University of Florida, J. Crayton Pruitt Family Department of Biomedical Engineering, Gainesville, Florida 32611","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023887141","display_name":"Laurie L. Fajardo","orcid":"https://orcid.org/0000-0001-6853-4832","observed_orcids":["https://orcid.org/0000-0001-6853-4832"]},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laurie L. Fajardo","raw_affiliation_strings":["The Univ. of Iowa","University of Iowa,Department of Radiology, Iowa City, Iowa 52242"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Univ. of Iowa","institution_ids":["https://openalex.org/I126307644"]},{"raw_affiliation_string":"University of Iowa,Department of Radiology, Iowa City, Iowa 52242","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108510223","display_name":"Huabei Jiang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huabei Jiang","raw_affiliation_strings":["Univ. of Florida","University of Florida, J. Crayton Pruitt Family Department of Biomedical Engineering, Gainesville, Florida 32611"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. of Florida","institution_ids":["https://openalex.org/I33213144"]},{"raw_affiliation_string":"University of Florida, J. Crayton Pruitt Family Department of Biomedical Engineering, Gainesville, Florida 32611","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1675,"currency":"USD","value_usd":1675},"apc_paid":null,"fwci":1.5358,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.81919808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"13","issue":"04","first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9965999722480774,"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/T12994","display_name":"Infrared Thermography in Medicine","score":0.0020000000949949026,"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/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/breast-cancer-detection","display_name":"breast cancer detection","score":0.8569999933242798},{"id":"https://openalex.org/keywords/near-infrared-optical-tomography","display_name":"near-infrared optical tomography","score":0.9480000138282776},{"id":"https://openalex.org/keywords/automatic-classification","display_name":"automatic classification","score":0.47600001096725464},{"id":"https://openalex.org/keywords/tissue-absorption-coefficient","display_name":"tissue absorption coefficient","score":0.7870000004768372},{"id":"https://openalex.org/keywords/reduced-scattering-coefficient","display_name":"reduced scattering coefficient","score":0.9020000100135803},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.972000002861023},{"id":"https://openalex.org/keywords/breast-mass","display_name":"breast mass","score":0.5320000052452087}],"concepts":[{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5448432564735413},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5441227555274963},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48863154649734497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45394495129585266},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.4381784498691559},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3852463960647583},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.2704164385795593},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.190464049577713},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"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":"D007259","descriptor_name":"Infrared Rays","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012031","descriptor_name":"Refractometry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019265","descriptor_name":"Spectroscopy, Near-Infrared","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D041622","descriptor_name":"Tomography, Optical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1117/1.2956662","doi":"https://doi.org/10.1117/1.2956662","is_oa":true,"landing_page_url":"https://doi.org/10.1117/1.2956662","pdf_url":"https://www.spiedigitallibrary.org/journals/journal-of-biomedical-optics/volume-13/issue-4/044001/Automated-breast-cancer-classification-using-near-infrared-optical-tomographic-images/10.1117/1.2956662.pdf","source":{"id":"https://openalex.org/S117354312","display_name":"Journal of Biomedical Optics","issn_l":"1083-3668","issn":["1083-3668","1560-2281"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-2","medline","norway-2","oarl","poland-70","russia-white-list-1"],"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":"Journal of Biomedical Optics","raw_type":"journal-article"},{"id":"pmid:19021329","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/19021329","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,"listed_in":[],"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 biomedical optics","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1117/1.2956662","doi":"https://doi.org/10.1117/1.2956662","is_oa":true,"landing_page_url":"https://doi.org/10.1117/1.2956662","pdf_url":"https://www.spiedigitallibrary.org/journals/journal-of-biomedical-optics/volume-13/issue-4/044001/Automated-breast-cancer-classification-using-near-infrared-optical-tomographic-images/10.1117/1.2956662.pdf","source":{"id":"https://openalex.org/S117354312","display_name":"Journal of Biomedical Optics","issn_l":"1083-3668","issn":["1083-3668","1560-2281"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-2","medline","norway-2","oarl","poland-70","russia-white-list-1"],"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":"Journal of Biomedical Optics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9391000270843506,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2060672320","display_name":"Optical Imaging of Breast Cancer","funder_award_id":"R01CA090533","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2018505225.pdf","grobid_xml":"https://content.openalex.org/works/W2018505225.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1499677203","https://openalex.org/W1563088657","https://openalex.org/W1570448133","https://openalex.org/W1976846890","https://openalex.org/W1987739106","https://openalex.org/W2002703428","https://openalex.org/W2014899613","https://openalex.org/W2037530292","https://openalex.org/W2039069084","https://openalex.org/W2048889026","https://openalex.org/W2055021027","https://openalex.org/W2060567186","https://openalex.org/W2061026006","https://openalex.org/W2064508668","https://openalex.org/W2066934908","https://openalex.org/W2071293364","https://openalex.org/W2074639335","https://openalex.org/W2077145165","https://openalex.org/W2089499666","https://openalex.org/W2091003191","https://openalex.org/W2091218277","https://openalex.org/W2102006659","https://openalex.org/W2104999075","https://openalex.org/W2107166114","https://openalex.org/W2118286367","https://openalex.org/W2139636234","https://openalex.org/W2140403374","https://openalex.org/W2145388473","https://openalex.org/W2156909104","https://openalex.org/W2157945529","https://openalex.org/W2162335948","https://openalex.org/W2170715461","https://openalex.org/W4239510810"],"related_works":["https://openalex.org/W2187510766","https://openalex.org/W2126905320","https://openalex.org/W2125333842","https://openalex.org/W4242294639","https://openalex.org/W7095297581","https://openalex.org/W4307287945","https://openalex.org/W2171596770","https://openalex.org/W2908178696","https://openalex.org/W2542624476","https://openalex.org/W2791080843"],"abstract_inverted_index":{"An":[0],"automated":[1,130],"procedure":[2,16,132],"for":[3,140],"detecting":[4],"breast":[5,83,141],"cancer":[6,142],"using":[7,68,85],"near-infrared":[8],"(NIR)":[9],"tomographic":[10,79],"images":[11,80],"is":[12,58],"presented.":[13],"This":[14],"classification":[15,74,107,131],"automatically":[17,70],"extracts":[18],"attributes":[19,91,125],"from":[20,64,81],"three":[21],"imaging":[22,28],"parameters":[23,31],"obtained":[24,46],"by":[25,47,147],"an":[26,148],"NIR":[27],"system.":[29],"These":[30],"include":[32],"tissue":[33,43],"absorption":[34,122],"and":[35,88,96,102,110,116,123,137],"reduced":[36],"scattering":[37,124],"coefficients,":[38],"as":[39,41],"well":[40],"a":[42,48],"refractive":[44,89],"index":[45,90],"phase-contrast-based":[49],"reconstruction":[50],"approach.":[51],"A":[52],"support":[53],"vector":[54],"machine":[55],"(SVM)":[56],"classifier":[57],"utilized":[59],"to":[60,145],"distinguish":[61],"the":[62,65,69,106,121,129],"malignant":[63],"benign":[66],"lesions":[67],"extracted":[71],"attributes.":[72],"The":[73],"results":[75],"of":[76,99],"in":[77],"vivo":[78],"35":[82],"masses":[84],"absorption,":[86],"scattering,":[87],"demonstrate":[92],"high":[93],"sensitivity,":[94,108],"specificity,":[95,109],"overall":[97,111,138],"accuracy":[98,112,139],"81.8%,":[100],"91.7%,":[101],"88.6%":[103],"respectively,":[104,118],"while":[105],"are":[113,126],"63.6%,":[114],"83.3%,":[115],"77.1%,":[117],"when":[119],"only":[120],"used.":[127],"Furthermore,":[128],"provides":[133],"significantly":[134],"improved":[135],"specificity":[136],"detection":[143],"compared":[144],"those":[146],"experienced":[149],"technician":[150],"through":[151],"visual":[152],"examination.":[153]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2013,"cited_by_count":2}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2016-06-24T00:00:00"}
