{"id":"https://openalex.org/W4413956120","doi":"https://doi.org/10.1007/s11548-025-03484-0","title":"Multi-task deep learning for automatic image segmentation and treatment response assessment in metastatic ovarian cancer","display_name":"Multi-task deep learning for automatic image segmentation and treatment response assessment in metastatic ovarian cancer","publication_year":2025,"publication_date":"2025-09-03","ids":{"openalex":"https://openalex.org/W4413956120","doi":"https://doi.org/10.1007/s11548-025-03484-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/40900399"},"language":"en","primary_location":{"id":"doi:10.1007/s11548-025-03484-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-025-03484-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03484-0.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03484-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119528372","display_name":"Bevis Drury","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Bevis Drury","raw_affiliation_strings":["Department of Physics, University of Cambridge, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101745432","display_name":"In\u00eas Machado","orcid":"https://orcid.org/0000-0003-4160-9624"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"In\u00eas P. Machado","raw_affiliation_strings":["Department of Oncology, University of Cambridge, Cambridge, United Kingdom. im549@cam.ac.uk","Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom. im549@cam.ac.uk"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology, University of Cambridge, Cambridge, United Kingdom. im549@cam.ac.uk","institution_ids":[]},{"raw_affiliation_string":"Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom. im549@cam.ac.uk","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060638031","display_name":"Zeyu Gao","orcid":"https://orcid.org/0000-0003-2365-8318"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]},{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zeyu Gao","raw_affiliation_strings":["Department of Oncology, University of Cambridge, Cambridge, United Kingdom","Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382","https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078167377","display_name":"Thomas Buddenkotte","orcid":"https://orcid.org/0000-0003-4872-4246"},"institutions":[{"id":"https://openalex.org/I124348172","display_name":"Jungheinrich (Germany)","ror":"https://ror.org/03znz6n75","country_code":"DE","type":"company","lineage":["https://openalex.org/I124348172"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Buddenkotte","raw_affiliation_strings":["jung diagnostics GmbH, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"jung diagnostics GmbH, Hamburg, Germany","institution_ids":["https://openalex.org/I124348172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083944102","display_name":"Golnar K. Mahani","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Golnar Mahani","raw_affiliation_strings":["Department of Oncology, University of Cambridge, Cambridge, United Kingdom","Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382","https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113418544","display_name":"Gabriel Funingana","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]},{"id":"https://openalex.org/I2802466933","display_name":"Cambridge University Hospitals NHS Foundation Trust","ror":"https://ror.org/04v54gj93","country_code":"GB","type":"funder","lineage":["https://openalex.org/I2802466933"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gabriel Funingana","raw_affiliation_strings":["Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom","Cancer Research UK Cambridge Centre, Cambridge, United Kingdom","Cancer Research UK Cambridge Institute, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I2802466933"]},{"raw_affiliation_string":"Cancer Research UK Cambridge Centre, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Cancer Research UK Cambridge Institute, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022786646","display_name":"Marika Reinius","orcid":"https://orcid.org/0000-0002-9778-3317"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]},{"id":"https://openalex.org/I2802466933","display_name":"Cambridge University Hospitals NHS Foundation Trust","ror":"https://ror.org/04v54gj93","country_code":"GB","type":"funder","lineage":["https://openalex.org/I2802466933"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Marika Reinius","raw_affiliation_strings":["Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom","Cancer Research UK Cambridge Centre, Cambridge, United Kingdom","Cancer Research UK Cambridge Institute, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I2802466933"]},{"raw_affiliation_string":"Cancer Research UK Cambridge Centre, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Cancer Research UK Cambridge Institute, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052394542","display_name":"Cathal McCague","orcid":"https://orcid.org/0000-0002-9588-267X"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Cathal McCague","raw_affiliation_strings":["Department of Oncology, University of Cambridge, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082840545","display_name":"Ramona Woitek","orcid":"https://orcid.org/0000-0002-9146-9159"},"institutions":[{"id":"https://openalex.org/I132976966","display_name":"Universit\u00e4t f\u00fcr Weiterbildung Krems","ror":"https://ror.org/03ef4a036","country_code":"AT","type":"education","lineage":["https://openalex.org/I132976966"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Ramona Woitek","raw_affiliation_strings":["Research Center for Medical Image Analysis and AI, Danube University, Krems an der Donau, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Medical Image Analysis and AI, Danube University, Krems an der Donau, Austria","institution_ids":["https://openalex.org/I132976966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075038130","display_name":"Anju Sahdev","orcid":"https://orcid.org/0000-0001-8520-3031"},"institutions":[{"id":"https://openalex.org/I225661044","display_name":"Barts Health NHS Trust","ror":"https://ror.org/00b31g692","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I225661044"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anju Sahdev","raw_affiliation_strings":["Department of Radiology, Barts Health NHS Trust, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Barts Health NHS Trust, London, United Kingdom","institution_ids":["https://openalex.org/I225661044"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028460960","display_name":"Evis Sala","orcid":"https://orcid.org/0000-0002-5518-9360"},"institutions":[{"id":"https://openalex.org/I103320735","display_name":"Universit\u00e0 Cattolica del Sacro Cuore","ror":"https://ror.org/03h7r5v07","country_code":"IT","type":"education","lineage":["https://openalex.org/I103320735"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Evis Sala","raw_affiliation_strings":["Department of Radiologic Sciences, Universit\u00e0 Cattolica del Sacro Cuore, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiologic Sciences, Universit\u00e0 Cattolica del Sacro Cuore, Milan, Italy","institution_ids":["https://openalex.org/I103320735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051525398","display_name":"James D. Brenton","orcid":"https://orcid.org/0000-0002-5738-6683"},"institutions":[{"id":"https://openalex.org/I2802466933","display_name":"Cambridge University Hospitals NHS Foundation Trust","ror":"https://ror.org/04v54gj93","country_code":"GB","type":"funder","lineage":["https://openalex.org/I2802466933"]},{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James D. Brenton","raw_affiliation_strings":["Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom","Cancer Research UK Cambridge Centre, Cambridge, United Kingdom","Cancer Research UK Cambridge Institute, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I2802466933"]},{"raw_affiliation_string":"Cancer Research UK Cambridge Centre, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Cancer Research UK Cambridge Institute, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004371367","display_name":"Mireia Crispin\u2010Ortuzar","orcid":"https://orcid.org/0000-0002-4351-3709"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]},{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mireia Crispin-Ortuzar","raw_affiliation_strings":["Department of Oncology, University of Cambridge, Cambridge, United Kingdom","Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Early Cancer Institute, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210089382","https://openalex.org/I241749"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5119528372"],"corresponding_institution_ids":["https://openalex.org/I241749"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.297241,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"9","first_page":"1923","last_page":"1929"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10550","display_name":"Ovarian cancer diagnosis and treatment","score":0.5087000131607056,"subfield":{"id":"https://openalex.org/subfields/2743","display_name":"Reproductive 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/T10550","display_name":"Ovarian cancer diagnosis and treatment","score":0.5087000131607056,"subfield":{"id":"https://openalex.org/subfields/2743","display_name":"Reproductive 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/T10862","display_name":"AI in cancer detection","score":0.10260000079870224,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.05009999871253967,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/ovarian-cancer","display_name":"Ovarian cancer","score":0.6438018083572388},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6243183612823486},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5951722860336304},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.525251567363739},{"id":"https://openalex.org/keywords/ovarian-carcinoma","display_name":"Ovarian carcinoma","score":0.5233544707298279},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.4860954284667969},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.4208008646965027},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.4203256070613861},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3816642165184021},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.365469753742218},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34885114431381226},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3419491648674011},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.3227039873600006}],"concepts":[{"id":"https://openalex.org/C2780427987","wikidata":"https://www.wikidata.org/wiki/Q172341","display_name":"Ovarian cancer","level":3,"score":0.6438018083572388},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6243183612823486},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5951722860336304},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.525251567363739},{"id":"https://openalex.org/C3019054536","wikidata":"https://www.wikidata.org/wiki/Q172341","display_name":"Ovarian carcinoma","level":4,"score":0.5233544707298279},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.4860954284667969},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.4208008646965027},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4203256070613861},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3816642165184021},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.365469753742218},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34885114431381226},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3419491648674011},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3227039873600006},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1007/s11548-025-03484-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-025-03484-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03484-0.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},{"id":"pmid:40900399","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40900399","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":"International journal of computer assisted radiology and surgery","raw_type":null},{"id":"pmh:oai:europepmc.org:11285080","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12476419","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12476419/pdf/11548_2025_Article_3484.pdf","source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:www.repository.cam.ac.uk:1810/390060","is_oa":true,"landing_page_url":"https://www.repository.cam.ac.uk/handle/1810/390060","pdf_url":"https://www.repository.cam.ac.uk/bitstreams/dd3ccf49-21fc-4486-8858-5baeb863e50b/download","source":{"id":"https://openalex.org/S4306401777","display_name":"Apollo (University of Cambridge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I241749","host_organization_name":"University of Cambridge","host_organization_lineage":["https://openalex.org/I241749"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Other"},{"id":"pmh:oai:pubmedcentral.nih.gov:12476419","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12476419/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Int J Comput Assist Radiol Surg","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11548-025-03484-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-025-03484-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03484-0.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1895122974","display_name":null,"funder_award_id":"BRC-1215-20014","funder_id":"https://openalex.org/F4320319990","funder_display_name":"National Institute for Health and Care Research"},{"id":"https://openalex.org/G2633902757","display_name":null,"funder_award_id":"RG95043","funder_id":"https://openalex.org/F4320315143","funder_display_name":"Mark Foundation For Cancer Research"},{"id":"https://openalex.org/G3211253885","display_name":null,"funder_award_id":"A27066","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G3715657582","display_name":null,"funder_award_id":"CTRQQR-2021-100012","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G407721881","display_name":null,"funder_award_id":"A27066","funder_id":"https://openalex.org/F4320332457","funder_display_name":"GE Healthcare"},{"id":"https://openalex.org/G4228138637","display_name":null,"funder_award_id":"A22905","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G4268089617","display_name":null,"funder_award_id":"100012","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G4732679522","display_name":null,"funder_award_id":"A22905","funder_id":"https://openalex.org/F4320337195","funder_display_name":"Cancer Research UK Cambridge Institute, University of Cambridge"},{"id":"https://openalex.org/G515689015","display_name":null,"funder_award_id":"BRC-1215-20014","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G5167650663","display_name":null,"funder_award_id":"A25177","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G5309236915","display_name":null,"funder_award_id":"BRC-1215-20014","funder_id":"https://openalex.org/F4320336709","funder_display_name":"NIHR Cambridge Biomedical Research Centre"},{"id":"https://openalex.org/G5608849987","display_name":null,"funder_award_id":"A25177","funder_id":"https://openalex.org/F4320337195","funder_display_name":"Cancer Research UK Cambridge Institute, University of Cambridge"},{"id":"https://openalex.org/G5734552151","display_name":null,"funder_award_id":"NIHR203312","funder_id":"https://openalex.org/F4320336709","funder_display_name":"NIHR Cambridge Biomedical Research Centre"},{"id":"https://openalex.org/G6958085474","display_name":"Baskerville: a national accelerated compute resource","funder_award_id":"EP/T022221/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8209003063","display_name":null,"funder_award_id":"NIHR203312","funder_id":"https://openalex.org/F4320319990","funder_display_name":"National Institute for Health and Care Research"}],"funders":[{"id":"https://openalex.org/F4320315143","display_name":"Mark Foundation For Cancer Research","ror":"https://ror.org/00v7th354"},{"id":"https://openalex.org/F4320319985","display_name":"Cancer Research UK","ror":"https://ror.org/054225q67"},{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320332457","display_name":"GE Healthcare","ror":"https://ror.org/03yt24h27"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320336709","display_name":"NIHR Cambridge Biomedical Research Centre","ror":null},{"id":"https://openalex.org/F4320337195","display_name":"Cancer Research UK Cambridge Institute, University of Cambridge","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413956120.pdf","grobid_xml":"https://content.openalex.org/works/W4413956120.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2106767659","https://openalex.org/W2107956652","https://openalex.org/W2168893449","https://openalex.org/W2991621188","https://openalex.org/W3113531122","https://openalex.org/W3139349917","https://openalex.org/W4387903981","https://openalex.org/W4389410414","https://openalex.org/W4403139415"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W4205100762","https://openalex.org/W2559998622","https://openalex.org/W2605851261","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W4388577230","https://openalex.org/W4385221818","https://openalex.org/W2408675456"],"abstract_inverted_index":{"PURPOSE:":[0],":":[1,52,132,180],"High-grade":[2],"serous":[3],"ovarian":[4,84,120,151],"carcinoma":[5],"(HGSOC)":[6],"is":[7,183],"characterised":[8],"by":[9,34],"significant":[10],"spatial":[11],"and":[12,67,107,127,220],"temporal":[13],"heterogeneity,":[14],"often":[15],"presenting":[16],"at":[17],"an":[18,99,135,143],"advanced":[19],"metastatic":[20,83],"stage.":[21],"One":[22],"of":[23,40,65,102,118,137,146,149,190,206],"the":[24,37,161,164,173,184,188,202],"most":[25],"common":[26],"treatment":[27,79,129,217],"approaches":[28],"involves":[29],"neoadjuvant":[30],"chemotherapy":[31],"(NACT),":[32],"followed":[33],"surgery.":[35],"However,":[36],"multi-scale":[38,89],"complexity":[39],"HGSOC":[41,177],"poses":[42],"a":[43,56,155,191],"major":[44],"challenge":[45],"in":[46,70,82,142,196],"evaluating":[47,128],"response":[48,80,218],"to":[49,160,186],"NACT.":[50],"METHODS:":[51],"Here,":[53],"we":[54],"present":[55],"multi-task":[57,192],"deep":[58,193],"learning":[59,194],"approach":[60,195],"that":[61],"facilitates":[62],"simultaneous":[63],"segmentation":[64,125,165],"pelvic/ovarian":[66],"omental":[68],"lesions":[69],"contrast-enhanced":[71],"computerised":[72],"tomography":[73],"(CE-CT)":[74],"scans,":[75],"as":[76,78],"well":[77],"assessment":[81],"cancer.":[85],"The":[86,110],"model":[87],"combines":[88],"feature":[90],"representations":[91],"from":[92,154],"two":[93],"identical":[94],"U-Net":[95],"architectures,":[96],"allowing":[97],"for":[98,123,176,216],"in-depth":[100],"comparison":[101],"CE-CT":[103,116],"scans":[104,148],"acquired":[105],"before":[106],"after":[108],"treatment.":[109],"network":[111],"was":[112],"trained":[113],"using":[114],"198":[115],"images":[117],"99":[119],"cancer":[121,152],"patients":[122,153,207],"predicting":[124],"masks":[126],"response.":[130],"RESULTS:":[131],"It":[133],"achieves":[134],"AUC":[136],"0.78":[138],"(95%":[139],"CI":[140],"[0.70-0.91])":[141],"independent":[144],"cohort":[145],"98":[147],"49":[150],"different":[156],"institution.":[157],"In":[158],"addition":[159],"classification":[162],"performance,":[163],"Dice":[166],"scores":[167],"are":[168],"only":[169],"slightly":[170],"lower":[171],"than":[172],"current":[174],"state-of-the-art":[175],"segmentation.":[178],"CONCLUSION:":[179],"This":[181],"work":[182],"first":[185],"demonstrate":[187],"feasibility":[189],"assessing":[197],"chemotherapy-induced":[198],"tumour":[199],"changes":[200],"across":[201],"main":[203],"disease":[204,221],"burden":[205],"with":[208],"complex":[209],"multi-site":[210],"HGSOC,":[211],"which":[212],"could":[213],"be":[214],"used":[215],"evaluation":[219],"monitoring.":[222]},"counts_by_year":[],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
