{"id":"https://openalex.org/W2979386453","doi":"https://doi.org/10.1109/tmi.2021.3114097","title":"Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference","display_name":"Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference","publication_year":2021,"publication_date":"2021-09-20","ids":{"openalex":"https://openalex.org/W2979386453","doi":"https://doi.org/10.1109/tmi.2021.3114097","mag":"2979386453","pmid":"https://pubmed.ncbi.nlm.nih.gov/34543193"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2021.3114097","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2021.3114097","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/A5087624455","display_name":"Raghav Mehta","orcid":"https://orcid.org/0000-0003-0824-5304"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Raghav Mehta","raw_affiliation_strings":["Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0003-0824-5304","affiliations":[{"raw_affiliation_string":"Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070624330","display_name":"Thomas Christinck","orcid":"https://orcid.org/0000-0002-0880-8237"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Thomas Christinck","raw_affiliation_strings":["Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada","Integrated Program in Neuroscience, McGill University, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0002-0880-8237","affiliations":[{"raw_affiliation_string":"Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"Integrated Program in Neuroscience, McGill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104090094","display_name":"T. R. Gopalakrishnan Nair","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tanya Nair","raw_affiliation_strings":["Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044858051","display_name":"Aur\u00e9lie Bussy","orcid":"https://orcid.org/0000-0001-6695-9941"},"institutions":[{"id":"https://openalex.org/I2799434747","display_name":"Douglas Mental Health University Institute","ror":"https://ror.org/05dk2r620","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799434747"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aurelie Bussy","raw_affiliation_strings":["Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0001-6695-9941","affiliations":[{"raw_affiliation_string":"Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada","institution_ids":["https://openalex.org/I2799434747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052309708","display_name":"Swapna Premasiri","orcid":null},"institutions":[{"id":"https://openalex.org/I2799434747","display_name":"Douglas Mental Health University Institute","ror":"https://ror.org/05dk2r620","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799434747"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Swapna Premasiri","raw_affiliation_strings":["Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada","institution_ids":["https://openalex.org/I2799434747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061652263","display_name":"Manuela Costantino","orcid":"https://orcid.org/0000-0003-1886-3173"},"institutions":[{"id":"https://openalex.org/I2799434747","display_name":"Douglas Mental Health University Institute","ror":"https://ror.org/05dk2r620","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799434747"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Manuela Costantino","raw_affiliation_strings":["Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0003-1886-3173","affiliations":[{"raw_affiliation_string":"Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada","institution_ids":["https://openalex.org/I2799434747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007764664","display_name":"M. Mallar Chakravarthy","orcid":null},"institutions":[{"id":"https://openalex.org/I2799434747","display_name":"Douglas Mental Health University Institute","ror":"https://ror.org/05dk2r620","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799434747"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"M. Mallar Chakravarthy","raw_affiliation_strings":["Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computional Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, QC, Canada","institution_ids":["https://openalex.org/I2799434747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065754098","display_name":"Douglas L. Arnold","orcid":"https://orcid.org/0000-0003-4266-0106"},"institutions":[{"id":"https://openalex.org/I1292859797","display_name":"Montreal Neurological Institute and Hospital","ror":"https://ror.org/05ghs6f64","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1292859797"]},{"id":"https://openalex.org/I4210133916","display_name":"NeuroRx Research (Canada)","ror":"https://ror.org/02r8axs93","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210133916"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Douglas L. Arnold","raw_affiliation_strings":["Montreal Neurological Institute, McGill University, Montreal, QC, Canada","NeuroRx Research, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0003-4266-0106","affiliations":[{"raw_affiliation_string":"Montreal Neurological Institute, McGill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I1292859797","https://openalex.org/I5023651"]},{"raw_affiliation_string":"NeuroRx Research, Montreal, QC, Canada","institution_ids":["https://openalex.org/I4210133916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029186201","display_name":"Yarin Gal","orcid":"https://orcid.org/0000-0002-2733-2078"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yarin Gal","raw_affiliation_strings":["Department of Computer Science, OATML, University of Oxford, Oxford, U.K"],"raw_orcid":"https://orcid.org/0000-0002-2733-2078","affiliations":[{"raw_affiliation_string":"Department of Computer Science, OATML, University of Oxford, Oxford, U.K","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038749016","display_name":"Tal Arbel","orcid":"https://orcid.org/0000-0001-8870-3007"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tal Arbel","raw_affiliation_strings":["Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada","Montreal Institute for Learning Algorithms (MILA), Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"Montreal Institute for Learning Algorithms (MILA), Montreal, QC, Canada","institution_ids":["https://openalex.org/I4210164802"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5087624455"],"corresponding_institution_ids":["https://openalex.org/I5023651"],"apc_list":null,"apc_paid":null,"fwci":3.7601,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.9367688,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"41","issue":"2","first_page":"360","last_page":"373"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9987000226974487,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9987000226974487,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9977999925613403,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9911999702453613,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7649171352386475},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7269415855407715},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7128468751907349},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6951367855072021},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5705507397651672},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47349295020103455},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4669778048992157},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.454555869102478},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4467954635620117}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7649171352386475},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7269415855407715},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7128468751907349},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6951367855072021},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5705507397651672},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47349295020103455},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4669778048992157},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.454555869102478},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4467954635620117}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2021.3114097","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2021.3114097","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:34543193","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34543193","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":[],"awards":[{"id":"https://openalex.org/G1555474948","display_name":null,"funder_award_id":"PA-1603-08175","funder_id":"https://openalex.org/F4320317151","funder_display_name":"International Progressive MS Alliance"},{"id":"https://openalex.org/G1651582680","display_name":null,"funder_award_id":"CRDPJ 505357-16","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320317151","display_name":"International Progressive MS Alliance","ror":null},{"id":"https://openalex.org/F4320319926","display_name":"Alzheimer Society","ror":"https://ror.org/03benss35"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":101,"referenced_works":["https://openalex.org/W582134693","https://openalex.org/W1567512734","https://openalex.org/W1605218991","https://openalex.org/W1847168837","https://openalex.org/W2038003677","https://openalex.org/W2039069312","https://openalex.org/W2043073239","https://openalex.org/W2078524519","https://openalex.org/W2084358449","https://openalex.org/W2095705004","https://openalex.org/W2111051539","https://openalex.org/W2111913931","https://openalex.org/W2131943911","https://openalex.org/W2146089088","https://openalex.org/W2151721316","https://openalex.org/W2164411961","https://openalex.org/W2176473160","https://openalex.org/W2284198383","https://openalex.org/W2464708700","https://openalex.org/W2502312327","https://openalex.org/W2502805798","https://openalex.org/W2517395172","https://openalex.org/W2600383743","https://openalex.org/W2767044624","https://openalex.org/W2774764242","https://openalex.org/W2786857698","https://openalex.org/W2792388013","https://openalex.org/W2799913653","https://openalex.org/W2884442510","https://openalex.org/W2900298334","https://openalex.org/W2900489637","https://openalex.org/W2912322140","https://openalex.org/W2943171176","https://openalex.org/W2950994280","https://openalex.org/W2951696358","https://openalex.org/W2951786554","https://openalex.org/W2951965145","https://openalex.org/W2954632147","https://openalex.org/W2962869714","https://openalex.org/W2962934715","https://openalex.org/W2963238274","https://openalex.org/W2963717741","https://openalex.org/W2964059111","https://openalex.org/W2967559036","https://openalex.org/W2969361817","https://openalex.org/W2971130081","https://openalex.org/W2971561076","https://openalex.org/W2979410457","https://openalex.org/W2979505991","https://openalex.org/W2979733033","https://openalex.org/W2979907638","https://openalex.org/W2980246484","https://openalex.org/W2981519802","https://openalex.org/W2989674465","https://openalex.org/W2991523350","https://openalex.org/W2992525328","https://openalex.org/W2995495466","https://openalex.org/W3005861412","https://openalex.org/W3006511999","https://openalex.org/W3027161068","https://openalex.org/W3034976991","https://openalex.org/W3037355691","https://openalex.org/W3042569426","https://openalex.org/W3089844529","https://openalex.org/W3095120239","https://openalex.org/W3098712157","https://openalex.org/W3103052966","https://openalex.org/W3200904653","https://openalex.org/W3211573487","https://openalex.org/W4287774767","https://openalex.org/W4288019589","https://openalex.org/W4297791576","https://openalex.org/W4300126339","https://openalex.org/W6617145748","https://openalex.org/W6674330103","https://openalex.org/W6675415620","https://openalex.org/W6684488266","https://openalex.org/W6724804524","https://openalex.org/W6730042731","https://openalex.org/W6735374517","https://openalex.org/W6735443497","https://openalex.org/W6737496325","https://openalex.org/W6747071220","https://openalex.org/W6748453816","https://openalex.org/W6748724315","https://openalex.org/W6752558437","https://openalex.org/W6754606571","https://openalex.org/W6755891590","https://openalex.org/W6758854563","https://openalex.org/W6762187592","https://openalex.org/W6765526216","https://openalex.org/W6766497012","https://openalex.org/W6771160577","https://openalex.org/W6771378952","https://openalex.org/W6771457121","https://openalex.org/W6771574350","https://openalex.org/W6778600663","https://openalex.org/W6779384589","https://openalex.org/W6784318611","https://openalex.org/W6803356969","https://openalex.org/W6948022635"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2055243143","https://openalex.org/W2611989081","https://openalex.org/W2731899572","https://openalex.org/W1522196789","https://openalex.org/W3024479225","https://openalex.org/W3171371563","https://openalex.org/W4367060753","https://openalex.org/W4379141755","https://openalex.org/W3003847115"],"abstract_inverted_index":{"Although":[0],"deep":[1,35],"networks":[2],"have":[3],"been":[4],"shown":[5],"to":[6,26,62,176],"perform":[7],"very":[8],"well":[9],"on":[10,90,135,185],"a":[11,51,136,165,177,199],"variety":[12],"of":[13,21,34,46,53,65,71,102,207],"medical":[14],"imaging":[15],"tasks,":[16,88],"inference":[17,55,73,87,93],"in":[18,106,154],"the":[19,32,43,69,91,100,103,160,186,204,208],"presence":[20],"pathology":[22],"presents":[23],"several":[24],"challenges":[25,30],"common":[27],"models.":[28],"These":[29],"impede":[31],"integration":[33],"learning":[36],"models":[37],"into":[38],"real":[39],"clinical":[40,109,140,211],"workflows,":[41],"where":[42],"customary":[44],"process":[45],"cascading":[47],"deterministic":[48],"outputs":[49],"from":[50,144,198],"sequence":[52],"image-based":[54],"steps":[56],"(e.g.":[57],"registration,":[58],"segmentation)":[59],"generally":[60],"leads":[61],"an":[63,152,173],"accumulation":[64],"errors":[66],"that":[67,80,114,194],"impacts":[68],"accuracy":[70],"downstream":[72,92],"tasks.":[74],"In":[75],"this":[76],"paper,":[77],"we":[78],"propose":[79],"by":[81,115,195],"embedding":[82],"uncertainty":[83,161],"estimates":[84],"across":[85],"cascaded":[86],"performance":[89,130,158],"tasks":[94],"should":[95],"be":[96],"improved.":[97,214],"We":[98,112,150,192],"demonstrate":[99,113],"effectiveness":[101],"proposed":[104],"approach":[105],"three":[107],"different":[108],"contexts:":[110],"(i)":[111],"propagating":[116,196],"T2":[117,127],"weighted":[118],"lesion":[119,128],"segmentation":[120,157,181,202],"results":[121],"and":[122],"their":[123],"associated":[124,163],"uncertainties,":[125],"subsequent":[126,205],"detection":[129],"is":[131,170,213],"improved":[132],"when":[133,159,183],"evaluated":[134,184],"proprietary":[137],"large-scale,":[138],"multi-site,":[139],"trial":[141],"dataset":[142],"acquired":[143],"patients":[145],"with":[146,164],"Multiple":[147],"Sclerosis.":[148],"(ii)":[149],"show":[151,193],"improvement":[153],"brain":[155,179],"tumour":[156,180],"map":[162],"synthesised":[166],"missing":[167],"MR":[168],"volume":[169],"provided":[171],"as":[172],"additional":[174],"input":[175],"follow-up":[178],"network,":[182],"publicly":[187],"available":[188],"BraTS-2018":[189],"dataset.":[190],"(iii)":[191],"uncertainties":[197],"voxel-level":[200],"hippocampus":[201],"task,":[203],"regression":[206],"Alzheimer's":[209],"disease":[210],"score":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}