{"id":"https://openalex.org/W2563814138","doi":"https://doi.org/10.1109/tmi.2016.2645881","title":"iCAP: An Individualized Model Combining Gaze Parameters and Image-Based Features to Predict Radiologists\u2019 Decisions While Reading Mammograms","display_name":"iCAP: An Individualized Model Combining Gaze Parameters and Image-Based Features to Predict Radiologists\u2019 Decisions While Reading Mammograms","publication_year":2016,"publication_date":"2016-12-28","ids":{"openalex":"https://openalex.org/W2563814138","doi":"https://doi.org/10.1109/tmi.2016.2645881","mag":"2563814138","pmid":"https://pubmed.ncbi.nlm.nih.gov/28055858"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2016.2645881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2016.2645881","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5039348608","display_name":"Ziba Gandomkar","orcid":"https://orcid.org/0000-0001-6480-3572"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ziba Gandomkar","raw_affiliation_strings":["The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035090343","display_name":"Kevin Tay","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108821","display_name":"Prince of Wales Hospital","ror":"https://ror.org/022arq532","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210108821"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kevin Tay","raw_affiliation_strings":["Medical Imaging Department, Prince of Wales Hospital and Community Health Services, Randwick, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Medical Imaging Department, Prince of Wales Hospital and Community Health Services, Randwick, NSW, Australia","institution_ids":["https://openalex.org/I4210108821"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108212895","display_name":"Will Ryder","orcid":null},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Will Ryder","raw_affiliation_strings":["The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034083660","display_name":"Patrick Brennan","orcid":"https://orcid.org/0000-0001-8611-7258"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Patrick C. Brennan","raw_affiliation_strings":["The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027727910","display_name":"Claudia Mello\u2010Thoms","orcid":"https://orcid.org/0000-0003-0677-5731"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Claudia Mello-Thoms","raw_affiliation_strings":["The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5039348608"],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":null,"apc_paid":null,"fwci":2.9989,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.9306394,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"36","issue":"5","first_page":"1066","last_page":"1075"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9997000098228455,"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":0.9997000098228455,"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/T11894","display_name":"Radiology practices and education","score":0.9980000257492065,"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":0.9951000213623047,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.724503755569458},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6347410082817078},{"id":"https://openalex.org/keywords/gaze","display_name":"Gaze","score":0.5912572741508484},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.577170729637146},{"id":"https://openalex.org/keywords/eye-tracking","display_name":"Eye tracking","score":0.5655040144920349},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.498523473739624},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.47835013270378113},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3972422182559967},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.3463529944419861},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.25658905506134033},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22772350907325745}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.724503755569458},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6347410082817078},{"id":"https://openalex.org/C2779916870","wikidata":"https://www.wikidata.org/wiki/Q14467155","display_name":"Gaze","level":2,"score":0.5912572741508484},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.577170729637146},{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.5655040144920349},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.498523473739624},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.47835013270378113},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3972422182559967},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.3463529944419861},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.25658905506134033},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22772350907325745},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000072177","descriptor_name":"Radiologists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072177","descriptor_name":"Radiologists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072177","descriptor_name":"Radiologists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001706","descriptor_name":"Biopsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001706","descriptor_name":"Biopsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001706","descriptor_name":"Biopsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","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}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2016.2645881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2016.2645881","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:28055858","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28055858","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":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8399999737739563,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1966765450","https://openalex.org/W1967280717","https://openalex.org/W1978469498","https://openalex.org/W1981278949","https://openalex.org/W1985107154","https://openalex.org/W1986923534","https://openalex.org/W1999393017","https://openalex.org/W2011362207","https://openalex.org/W2014408515","https://openalex.org/W2020388915","https://openalex.org/W2026729706","https://openalex.org/W2035526062","https://openalex.org/W2038509699","https://openalex.org/W2044465660","https://openalex.org/W2047643616","https://openalex.org/W2060895692","https://openalex.org/W2063322980","https://openalex.org/W2071192161","https://openalex.org/W2074020279","https://openalex.org/W2096821823","https://openalex.org/W2104893984","https://openalex.org/W2112280186","https://openalex.org/W2131378922","https://openalex.org/W2137953499","https://openalex.org/W2147535659","https://openalex.org/W2149033295","https://openalex.org/W2153130422","https://openalex.org/W2153219346","https://openalex.org/W2158001550","https://openalex.org/W2163905093","https://openalex.org/W2304386043","https://openalex.org/W2317440807","https://openalex.org/W4320801073"],"related_works":["https://openalex.org/W1880689012","https://openalex.org/W3014378845","https://openalex.org/W4240909707","https://openalex.org/W2059546927","https://openalex.org/W3207760378","https://openalex.org/W4386072035","https://openalex.org/W2562758970","https://openalex.org/W2161294397","https://openalex.org/W2012644758","https://openalex.org/W2047559669"],"abstract_inverted_index":{"This":[0],"study":[1],"introduces":[2],"an":[3,168,181],"individualized":[4],"tool":[5],"for":[6,30],"identifying":[7],"mammogram":[8],"interpretation":[9],"errors,":[10],"called":[11],"eye-Computer":[12],"Assisted":[13],"Perception":[14],"(iCAP).":[15],"iCAP":[16,62,143,162,165],"consists":[17],"of":[18,133,171,176,184,189],"two":[19],"modules,":[20],"one":[21],"which":[22,152],"processes":[23],"areas":[24,119],"marked":[25,52],"by":[26,138],"radiologists":[27,88,158],"as":[28,35,54,120,127],"suspicious":[29],"cancer":[31,179],"and":[32,74,124,180],"classifies":[33,48],"these":[34],"False":[36,55],"Positive":[37,41],"(FP)":[38],"or":[39,58,122,129],"True":[40],"(TP)":[42],"decisions,":[43],"while":[44],"the":[45,115,134,157,174,187],"second":[46],"module":[47],"fixated":[49,125],"but":[50],"not":[51],"locations":[53,126],"Negative":[56],"(FN)":[57],"True-Negative":[59],"(TN)":[60],"decisions.":[61,163],"relies":[63],"on":[64],"both":[65],"radiologists'":[66],"gaze-related":[67],"parameters,":[68],"extracted":[69],"from":[70,85],"eye":[71,82],"tracking":[72,83],"data,":[73],"image-based":[75],"features.":[76],"In":[77],"order":[78],"to":[79,113,167],"evaluate":[80],"iCAP,":[81],"data":[84],"eight":[86],"breast":[87],"reading":[89],"120":[90],"two-view":[91],"digital":[92],"mammograms":[93],"were":[94,136],"collected.":[95],"Fifty-nine":[96],"cases":[97],"had":[98],"biopsy":[99],"proven":[100],"cancer.":[101],"For":[102],"each":[103],"radiologist,":[104],"a":[105,148],"user-specific":[106],"support":[107],"vector":[108],"machine":[109],"model":[110],"was":[111,144,154],"built":[112],"classify":[114],"radiologist'":[116],"s":[117],"reported":[118],"TPs":[121],"FPs":[123,190],"TNs":[128],"FNs.":[130],"The":[131],"performances":[132],"classifiers":[135],"evaluated":[137],"utilizing":[139],"leave-one-out":[140],"cross":[141],"validation.":[142],"tested":[145],"retrospectively":[146],"in":[147,151,173,186],"simulated":[149],"scenario":[150],"it":[153],"assumed":[155],"that":[156],"would":[159],"accept":[160],"all":[161],"Using":[164],"led":[166],"average":[169,182],"increase":[170],"12%\u00b16%":[172],"number":[175,188],"correctly":[177],"localized":[178],"decrease":[183],"44.5%\u00b122.7%":[185],"per":[191],"image.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
