{"id":"https://openalex.org/W4412031002","doi":"https://doi.org/10.1109/cbms65348.2025.00034","title":"Computational Models for Patient Stratification in Urologic Cancers \u2013 Creating Robust and Trustworthy Multimodal AI for Health Care","display_name":"Computational Models for Patient Stratification in Urologic Cancers \u2013 Creating Robust and Trustworthy Multimodal AI for Health Care","publication_year":2025,"publication_date":"2025-06-18","ids":{"openalex":"https://openalex.org/W4412031002","doi":"https://doi.org/10.1109/cbms65348.2025.00034"},"language":"en","primary_location":{"id":"doi:10.1109/cbms65348.2025.00034","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms65348.2025.00034","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5065383087","display_name":"Antonis Billis","orcid":"https://orcid.org/0000-0002-1854-7560"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Antonios Billis","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Thessaloniki,Greece"],"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Thessaloniki,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078758408","display_name":"Alessa Hering","orcid":"https://orcid.org/0000-0002-7602-803X"},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Alessa Hering","raw_affiliation_strings":["Radboud University Medical Center,Department of Medical Imaging,Nijmegen,The Netherlands"],"affiliations":[{"raw_affiliation_string":"Radboud University Medical Center,Department of Medical Imaging,Nijmegen,The Netherlands","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013135449","display_name":"Lili Jiang","orcid":"https://orcid.org/0000-0002-7788-3986"},"institutions":[{"id":"https://openalex.org/I90267481","display_name":"Ume\u00e5 University","ror":"https://ror.org/05kb8h459","country_code":"SE","type":"education","lineage":["https://openalex.org/I90267481"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Lili Jiang","raw_affiliation_strings":["Umeå University,Department of Computing Science,Umeå,Sweden"],"affiliations":[{"raw_affiliation_string":"Umeå University,Department of Computing Science,Umeå,Sweden","institution_ids":["https://openalex.org/I90267481"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Cora Meyer","orcid":null},"institutions":[{"id":"https://openalex.org/I4210097315","display_name":"European Research and Project Office","ror":"https://ror.org/00vqwjw35","country_code":"DE","type":"other","lineage":["https://openalex.org/I4210097315"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Cora Meyer","raw_affiliation_strings":["Eurice - European Research and Project Office GmbH,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Eurice - European Research and Project Office GmbH,Berlin,Germany","institution_ids":["https://openalex.org/I4210097315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005164520","display_name":"Lisa C. Adams","orcid":"https://orcid.org/0000-0001-5836-4542"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lisa Adams","raw_affiliation_strings":["University Munich, School of Medicine and Health, Klinukum rechts der Isar,Department of Diagnostic and Interventional Radiology Technical,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"University Munich, School of Medicine and Health, Klinukum rechts der Isar,Department of Diagnostic and Interventional Radiology Technical,Munich,Germany","institution_ids":["https://openalex.org/I2802619606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058973104","display_name":"Renato Cuocolo","orcid":"https://orcid.org/0000-0002-1452-1574"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Renato Cuocolo","raw_affiliation_strings":["University of Salerno,Department of Medicine, Surgery and Dentistry,Baronissi,Italy"],"affiliations":[{"raw_affiliation_string":"University of Salerno,Department of Medicine, Surgery and Dentistry,Baronissi,Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082325279","display_name":"Alexander L\u00f6ser","orcid":"https://orcid.org/0000-0002-4440-3261"},"institutions":[{"id":"https://openalex.org/I129643931","display_name":"Berliner Hochschule f\u00fcr Technik","ror":"https://ror.org/00w7whj55","country_code":"DE","type":"education","lineage":["https://openalex.org/I129643931"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander L\u00f6ser","raw_affiliation_strings":["Berliner Hochschule für Technik,Data Science and Text-based Information Systems (DATEXIS),Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Berliner Hochschule für Technik,Data Science and Text-based Information Systems (DATEXIS),Berlin,Germany","institution_ids":["https://openalex.org/I129643931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051273513","display_name":"Jawed Nawabi","orcid":"https://orcid.org/0000-0002-1137-0643"},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jawed Nawabi","raw_affiliation_strings":["Charité University Hospital,Department of Neuroradiology,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Charité University Hospital,Department of Neuroradiology,Berlin,Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006318966","display_name":"Keno K. Bressem","orcid":"https://orcid.org/0000-0001-9249-8624"},"institutions":[{"id":"https://openalex.org/I4210148371","display_name":"Deutsches Herzzentrum M\u00fcnchen","ror":"https://ror.org/04hbwba26","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210148371","https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Keno Bressem","raw_affiliation_strings":["Technical University Munich, School of Medicine and Health, German Heart Center,Department of Cardiovascular Radiology and Nuclear Medicine,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Technical University Munich, School of Medicine and Health, German Heart Center,Department of Cardiovascular Radiology and Nuclear Medicine,Munich,Germany","institution_ids":["https://openalex.org/I4210148371"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5065383087"],"corresponding_institution_ids":["https://openalex.org/I21370196"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23539847,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"121","last_page":"122"},"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":0.8859999775886536,"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":0.8859999775886536,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.8744000196456909,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.8319000005722046,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/trustworthiness","display_name":"Trustworthiness","score":0.745253324508667},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6035135984420776},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5199353098869324},{"id":"https://openalex.org/keywords/risk-stratification","display_name":"Risk stratification","score":0.4907149076461792},{"id":"https://openalex.org/keywords/stratification","display_name":"Stratification (seeds)","score":0.4737437665462494},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32039257884025574},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.29300209879875183},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.15494278073310852},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.11650240421295166}],"concepts":[{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.745253324508667},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6035135984420776},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5199353098869324},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.4907149076461792},{"id":"https://openalex.org/C192943249","wikidata":"https://www.wikidata.org/wiki/Q1893382","display_name":"Stratification (seeds)","level":5,"score":0.4737437665462494},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32039257884025574},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.29300209879875183},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.15494278073310852},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.11650240421295166},{"id":"https://openalex.org/C88548481","wikidata":"https://www.wikidata.org/wiki/Q2397491","display_name":"Seed dormancy","level":4,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C100701293","wikidata":"https://www.wikidata.org/wiki/Q193838","display_name":"Germination","level":2,"score":0.0},{"id":"https://openalex.org/C3527866","wikidata":"https://www.wikidata.org/wiki/Q162267","display_name":"Dormancy","level":3,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbms65348.2025.00034","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms65348.2025.00034","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W4386701122","https://openalex.org/W4402129052","https://openalex.org/W4403138969"],"related_works":["https://openalex.org/W2076536433","https://openalex.org/W90316445","https://openalex.org/W4386554877","https://openalex.org/W4236138976","https://openalex.org/W3203136021","https://openalex.org/W3173424037","https://openalex.org/W2033590167","https://openalex.org/W1583810757","https://openalex.org/W2001086065","https://openalex.org/W4404895229"],"abstract_inverted_index":{"Current":[0],"clinical":[1,77],"approaches":[2],"fail":[3],"to":[4,19,64],"fully":[5],"utilize":[6],"unstructured":[7],"data":[8,42],"in":[9,21,95],"managing":[10],"prostate":[11],"cancer":[12,16],"(PCa)":[13],"and":[14,24,29,44,52,81,92],"kidney":[15],"(KC),":[17],"leading":[18],"inefficiencies":[20],"patient":[22,79],"care":[23],"increased":[25],"costs.":[26],"Effective":[27],"diagnostics":[28],"treatments":[30],"depend":[31],"on":[32],"integrating":[33],"multimodal":[34,69],"data,":[35],"yet":[36],"progress":[37],"is":[38],"hampered":[39],"by":[40],"limited":[41],"accessibility":[43],"a":[45],"lack":[46],"of":[47],"collaborative":[48],"validation":[49],"between":[50],"clinicians":[51],"computer":[53],"scientists.":[54],"To":[55],"address":[56],"these":[57],"challenges,":[58],"the":[59,87],"EU-funded":[60],"COMFORT":[61],"project":[62],"aims":[63],"develop":[65],"commercially":[66],"viable,":[67],"data-driven":[68],"decision":[70],"support":[71],"systems.":[72],"These":[73],"systems":[74],"will":[75],"improve":[76],"prognostication,":[78],"stratification,":[80],"personalized":[82],"treatment":[83],"while":[84],"also":[85],"assessing":[86],"trust":[88],"that":[89],"healthcare":[90],"professionals":[91],"patients":[93],"place":[94],"AI-driven":[96],"tools.":[97]},"counts_by_year":[],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}