{"id":"https://openalex.org/W2593324511","doi":"https://doi.org/10.1117/12.2255798","title":"Models of temporal enhanced ultrasound data for prostate cancer diagnosis: the impact of time-series order","display_name":"Models of temporal enhanced ultrasound data for prostate cancer diagnosis: the impact of time-series order","publication_year":2017,"publication_date":"2017-03-03","ids":{"openalex":"https://openalex.org/W2593324511","doi":"https://doi.org/10.1117/12.2255798","mag":"2593324511"},"language":"en","primary_location":{"id":"doi:10.1117/12.2255798","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2255798","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":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/1571885/1/101351D.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037989553","display_name":"Layan Nahlawi","orcid":"https://orcid.org/0000-0002-3414-1376"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Layan Nahlawi","raw_affiliation_strings":["Queen's Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Queen's Univ. (Canada)","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067515664","display_name":"Caroline Gon\u00e7alves","orcid":"https://orcid.org/0000-0003-3880-8729"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Caroline Goncalves","raw_affiliation_strings":["Queen's Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Queen's Univ. (Canada)","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058788547","display_name":"Farhad Imani","orcid":"https://orcid.org/0000-0003-0837-9273"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Farhad Imani","raw_affiliation_strings":["The Univ. of British Columbia (Canada)"],"affiliations":[{"raw_affiliation_string":"The Univ. of British Columbia (Canada)","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060699372","display_name":"Mena Gaed","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mena Gaed","raw_affiliation_strings":["Western Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Western Univ. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071439377","display_name":"Jos\u00e9 A. G\u00f3mez","orcid":"https://orcid.org/0000-0001-8148-8308"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jose A. Gomez","raw_affiliation_strings":["Western Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Western Univ. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055091318","display_name":"Madeleine Moussa","orcid":"https://orcid.org/0000-0003-4786-6226"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Madeleine Moussa","raw_affiliation_strings":["Western Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Western Univ. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025274219","display_name":"Eli Gibson","orcid":"https://orcid.org/0000-0001-9207-7280"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Eli Gibson","raw_affiliation_strings":["Univ. College London (United Kingdom)"],"affiliations":[{"raw_affiliation_string":"Univ. College London (United Kingdom)","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004966232","display_name":"Aaron Fenster","orcid":"https://orcid.org/0000-0003-3525-2788"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aaron Fenster","raw_affiliation_strings":["Western Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Western Univ. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113914224","display_name":"Aaron D. Ward","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aaron D. Ward","raw_affiliation_strings":["Western Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Western Univ. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023095072","display_name":"Purang Abolmaesumi","orcid":"https://orcid.org/0000-0002-7259-8609"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Purang Abolmaesumi","raw_affiliation_strings":["The Univ. of British Columbia (Canada)"],"affiliations":[{"raw_affiliation_string":"The Univ. of British Columbia (Canada)","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040401197","display_name":"Parvin Mousavi","orcid":"https://orcid.org/0000-0002-1630-7379"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Parvin Mousavi","raw_affiliation_strings":["Queen's Univ. (Canada)"],"affiliations":[{"raw_affiliation_string":"Queen's Univ. (Canada)","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107218585","display_name":"Hagit Shatkay","orcid":null},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]},{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Hagit Shatkay","raw_affiliation_strings":["Queen's Univ. (Canada)","Univ. of Delaware (United States)"],"affiliations":[{"raw_affiliation_string":"Queen's Univ. (Canada)","institution_ids":["https://openalex.org/I204722609"]},{"raw_affiliation_string":"Univ. of Delaware (United States)","institution_ids":["https://openalex.org/I86501945"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5037989553"],"corresponding_institution_ids":["https://openalex.org/I204722609"],"apc_list":null,"apc_paid":null,"fwci":0.2048,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.56288848,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"10135","issue":null,"first_page":"101351D","last_page":"101351D"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10124","display_name":"Prostate Cancer Diagnosis and Treatment","score":0.9990000128746033,"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":0.9990000128746033,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9383999705314636,"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/T10862","display_name":"AI in cancer detection","score":0.910099983215332,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7015457153320312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.571282684803009},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.5135548114776611},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44438862800598145},{"id":"https://openalex.org/keywords/malignancy","display_name":"Malignancy","score":0.44257932901382446},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.43580466508865356},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3366057276725769},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18566903471946716},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.18403345346450806},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.17272481322288513}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7015457153320312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.571282684803009},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.5135548114776611},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44438862800598145},{"id":"https://openalex.org/C2779399171","wikidata":"https://www.wikidata.org/wiki/Q1483951","display_name":"Malignancy","level":2,"score":0.44257932901382446},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.43580466508865356},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3366057276725769},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18566903471946716},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.18403345346450806},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.17272481322288513}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1117/12.2255798","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2255798","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"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1571885","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/1571885/","pdf_url":"https://discovery.ucl.ac.uk/1571885/1/101351D.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In: Webster, RJ and Fei, B, (eds.) Medical Imaging 2017: Image-Guided Procedures, Robotic Interventions, and Modeling.  (pp. 101351D1-101351D7).  Society of Photo-Optical Instrumentation Engineers (SPIE) (2017)     ","raw_type":"Proceedings paper"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1571885","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/1571885/","pdf_url":"https://discovery.ucl.ac.uk/1571885/1/101351D.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In: Webster, RJ and Fei, B, (eds.) Medical Imaging 2017: Image-Guided Procedures, Robotic Interventions, and Modeling.  (pp. 101351D1-101351D7).  Society of Photo-Optical Instrumentation Engineers (SPIE) (2017)     ","raw_type":"Proceedings paper"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7599999904632568}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320308298","display_name":"California HIV/AIDS Research Program","ror":"https://ror.org/00pjdza24"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2593324511.pdf","grobid_xml":"https://content.openalex.org/works/W2593324511.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2025864643","https://openalex.org/W2034478315","https://openalex.org/W2059244750","https://openalex.org/W2069189999","https://openalex.org/W2073117151","https://openalex.org/W2119496927","https://openalex.org/W2122369731","https://openalex.org/W2125838338","https://openalex.org/W2160017196","https://openalex.org/W2523884817","https://openalex.org/W2524728264","https://openalex.org/W3150945973","https://openalex.org/W4249064981","https://openalex.org/W6633658626","https://openalex.org/W6678068712","https://openalex.org/W6678615056","https://openalex.org/W6683418764"],"related_works":["https://openalex.org/W2053269318","https://openalex.org/W2136763963","https://openalex.org/W2109705048","https://openalex.org/W2940588515","https://openalex.org/W1909151225","https://openalex.org/W1987783679","https://openalex.org/W2160030256","https://openalex.org/W1521297879","https://openalex.org/W4253235840","https://openalex.org/W3151937861"],"abstract_inverted_index":{"Recent":[0],"studies":[1],"have":[2,61],"shown":[3],"the":[4,29,35,42,50,81,94,113,123,132,147,172,207],"value":[5],"of":[6,24,31,34,44,134,174,179,209,213],"Temporal":[7],"Enhanced":[8],"Ultrasound":[9],"(TeUS)":[10],"imaging":[11],"for":[12,137,155],"tissue":[13,138,180,214],"characterization":[14,181,212],"in":[15,37,46,77,115,211],"transrectal":[16],"ultrasound-guided":[17],"prostate":[18],"biopsies.":[19],"Here,":[20],"we":[21,85],"present":[22],"results":[23,141,205],"experiments":[25],"designed":[26],"to":[27,52,68,88,106,191],"study":[28],"impact":[30,43],"temporal":[32,47,75,108,118],"order":[33,48,76,210],"data":[36],"TeUS":[38,70,101,217],"signals.":[39,167],"We":[40,60,110,130],"assess":[41],"variations":[45],"on":[49,100,165,188,198],"ability":[51],"automatically":[53],"distinguish":[54],"benign":[55,92,160],"prostate-tissue":[56],"from":[57,183,216],"malignant":[58,90,158],"tissue.":[59],"previously":[62],"used":[63],"Hidden":[64],"Markov":[65],"Models":[66],"(HMMs)":[67],"model":[69,89,112],"data,":[71],"as":[72,171],"HMMs":[73,87],"capture":[74],"time":[78,128],"series.":[79],"In":[80],"work":[82],"presented":[83],"here,":[84],"use":[86],"and":[91,98,159,196],"tissues;":[93],"models":[95,136,144,186,194],"are":[96,201],"trained":[97,145,164,187,195],"tested":[99,197],"signals":[102,114,125,150,190,199],"while":[103],"introducing":[104],"variation":[105],"their":[107,116],"order.":[109],"first":[111],"original":[117,148,189],"order,":[119],"followed":[120],"by":[121],"modeling":[122],"same":[124],"under":[126],"various":[127],"rearrangements.":[129],"compare":[131],"performance":[133,169],"these":[135],"characterization.":[139],"Our":[140],"show":[142],"that":[143,200],"over":[146],"order-preserving":[149],"perform":[151],"statistically":[152],"significantly":[153],"better":[154],"distinguishing":[156],"between":[157],"tissues,":[161],"than":[162],"those":[163],"rearranged":[166],"The":[168],"degrades":[170],"amount":[173],"temporal-variation":[175],"increases.":[176],"Specifically,":[177],"accuracy":[178],"decreases":[182],"85%":[184],"using":[185,193],"62%":[192],"completely":[202],"temporally-rearranged.":[203],"These":[204],"indicate":[206],"importance":[208],"malignancy":[215],"data.":[218]},"counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}