{"id":"https://openalex.org/W7221609934","doi":"https://doi.org/10.3389/fradi.2026.1963539","title":"Deep learning prediction of overall survival in glioblastoma patients using pre-chemoradiotherapy MRI and clinical data","display_name":"Deep learning prediction of overall survival in glioblastoma patients using pre-chemoradiotherapy MRI and clinical data","publication_year":2026,"publication_date":"2026-10-13","ids":{"openalex":"https://openalex.org/W7221609934","doi":"https://doi.org/10.3389/fradi.2026.1963539","pmid":"https://pubmed.ncbi.nlm.nih.gov/42947887","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13710324"},"language":"en","primary_location":{"id":"doi:10.3389/fradi.2026.1963539","doi":"https://doi.org/10.3389/fradi.2026.1963539","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fradi.2026.1963539","pdf_url":"https://www.frontiersin.org/journals/radiology/articles/10.3389/fradi.2026.1963539/pdf","source":{"id":"https://openalex.org/S4210231800","display_name":"Frontiers in Radiology","issn_l":"2673-8740","issn":["2673-8740"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Radiology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/radiology/articles/10.3389/fradi.2026.1963539/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017494221","display_name":"No\u00e9mie Moreau","orcid":"https://orcid.org/0000-0001-7644-3324","observed_orcids":["https://orcid.org/0000-0001-7644-3324"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101475","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/00mrq0n58","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101475"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210121964","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/02x9y0j10","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210121964"]},{"id":"https://openalex.org/I4210154143","display_name":"Cyceron","ror":"https://ror.org/04zeq1c51","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210154143"]},{"id":"https://openalex.org/I4392021095","display_name":"Imagerie et Strat\u00e9gies Th\u00e9rapeutiques pour les Cancers et Tissus c\u00e9r\u00e9braux","ror":"https://ror.org/04b9vs620","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4392021095","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR","LU"],"is_corresponding":false,"raw_author_name":"No\u00e9mie N. Moreau","raw_affiliation_strings":["Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]},{"raw_affiliation_string":"Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210154143","https://openalex.org/I4392021095","https://openalex.org/I98702875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091784641","display_name":"Alexis Desmonts","orcid":"https://orcid.org/0009-0009-4664-8770","observed_orcids":["https://orcid.org/0009-0009-4664-8770"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101475","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/00mrq0n58","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101475"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210121964","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/02x9y0j10","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210121964"]},{"id":"https://openalex.org/I4210154143","display_name":"Cyceron","ror":"https://ror.org/04zeq1c51","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210154143"]},{"id":"https://openalex.org/I4392021095","display_name":"Imagerie et Strat\u00e9gies Th\u00e9rapeutiques pour les Cancers et Tissus c\u00e9r\u00e9braux","ror":"https://ror.org/04b9vs620","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4392021095","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR","LU"],"is_corresponding":false,"raw_author_name":"Alexis Desmonts","raw_affiliation_strings":["Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","Medical Physics Department, Centre Fran\u00e7ois Baclesse","Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]},{"raw_affiliation_string":"Medical Physics Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]},{"raw_affiliation_string":"Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210154143","https://openalex.org/I4392021095","https://openalex.org/I98702875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031305429","display_name":"Cyril Jaudet","orcid":"https://orcid.org/0000-0003-2021-1983","observed_orcids":["https://orcid.org/0000-0003-2021-1983"]},"institutions":[{"id":"https://openalex.org/I4210101475","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/00mrq0n58","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101475"]},{"id":"https://openalex.org/I4210121964","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/02x9y0j10","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210121964"]}],"countries":["FR","LU"],"is_corresponding":false,"raw_author_name":"Cyril Jaudet","raw_affiliation_strings":["Medical Physics Department, Centre Fran\u00e7ois Baclesse"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Physics Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158593191","display_name":"Thomas Leleu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210101475","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/00mrq0n58","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101475"]},{"id":"https://openalex.org/I4210121964","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/02x9y0j10","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210121964"]}],"countries":["FR","LU"],"is_corresponding":false,"raw_author_name":"Thomas Leleu","raw_affiliation_strings":["Radiation Oncology Department, Centre Fran\u00e7ois Baclesse"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiation Oncology Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158542544","display_name":"Alexandre G. Leclercq","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I194210350","display_name":"\u00c9cole Nationale Sup\u00e9rieure d'Ing\u00e9nieurs de Caen","ror":"https://ror.org/01fpqqe90","country_code":"FR","type":"education","lineage":["https://openalex.org/I194210350","https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210101475","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/00mrq0n58","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101475"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210121964","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/02x9y0j10","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210121964"]},{"id":"https://openalex.org/I4210139483","display_name":"GREYC","ror":"https://ror.org/043749971","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I4210159245","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I4210154143","display_name":"Cyceron","ror":"https://ror.org/04zeq1c51","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210154143"]},{"id":"https://openalex.org/I4392021095","display_name":"Imagerie et Strat\u00e9gies Th\u00e9rapeutiques pour les Cancers et Tissus c\u00e9r\u00e9braux","ror":"https://ror.org/04b9vs620","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4392021095","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR","LU"],"is_corresponding":false,"raw_author_name":"Alexandre G. Leclercq","raw_affiliation_strings":["Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","UMR GREYC, Normandie Univ, UNICAEN, ENSICAEN, CNRS","Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]},{"raw_affiliation_string":"UMR GREYC, Normandie Univ, UNICAEN, ENSICAEN, CNRS","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I98702875"]},{"raw_affiliation_string":"Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210154143","https://openalex.org/I4392021095","https://openalex.org/I98702875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021270060","display_name":"Carole Brunaud","orcid":"https://orcid.org/0000-0002-5084-1479","observed_orcids":["https://orcid.org/0000-0002-5084-1479"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210154143","display_name":"Cyceron","ror":"https://ror.org/04zeq1c51","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210154143"]},{"id":"https://openalex.org/I4392021095","display_name":"Imagerie et Strat\u00e9gies Th\u00e9rapeutiques pour les Cancers et Tissus c\u00e9r\u00e9braux","ror":"https://ror.org/04b9vs620","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4392021095","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Carole Brunaud","raw_affiliation_strings":["Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210154143","https://openalex.org/I4392021095","https://openalex.org/I98702875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110287659","display_name":"Dinu Stefan","orcid":"https://orcid.org/0000-0003-4537-2871","observed_orcids":["https://orcid.org/0000-0003-4537-2871"]},"institutions":[{"id":"https://openalex.org/I4210101475","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/00mrq0n58","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101475"]},{"id":"https://openalex.org/I4210121964","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/02x9y0j10","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210121964"]}],"countries":["FR","LU"],"is_corresponding":false,"raw_author_name":"Dinu Stefan","raw_affiliation_strings":["Radiation Oncology Department, Centre Fran\u00e7ois Baclesse"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiation Oncology Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075946256","display_name":"Samuel Valable","orcid":"https://orcid.org/0000-0003-0355-0270","observed_orcids":["https://orcid.org/0000-0003-0355-0270"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210154143","display_name":"Cyceron","ror":"https://ror.org/04zeq1c51","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210154143"]},{"id":"https://openalex.org/I4392021095","display_name":"Imagerie et Strat\u00e9gies Th\u00e9rapeutiques pour les Cancers et Tissus c\u00e9r\u00e9braux","ror":"https://ror.org/04b9vs620","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4392021095","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Samuel Valable","raw_affiliation_strings":["Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210154143","https://openalex.org/I4392021095","https://openalex.org/I98702875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029718965","display_name":"Alexis Lechervy","orcid":"https://orcid.org/0000-0002-9441-0187","observed_orcids":["https://orcid.org/0000-0002-9441-0187"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I194210350","display_name":"\u00c9cole Nationale Sup\u00e9rieure d'Ing\u00e9nieurs de Caen","ror":"https://ror.org/01fpqqe90","country_code":"FR","type":"education","lineage":["https://openalex.org/I194210350","https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210139483","display_name":"GREYC","ror":"https://ror.org/043749971","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I4210159245","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alexis Lechervy","raw_affiliation_strings":["UMR GREYC, Normandie Univ, UNICAEN, ENSICAEN, CNRS"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMR GREYC, Normandie Univ, UNICAEN, ENSICAEN, CNRS","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I194210350","https://openalex.org/I4210105918","https://openalex.org/I4210139483","https://openalex.org/I98702875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025029895","display_name":"Aur\u00e9lien Corroyer\u2010Dulmont","orcid":"https://orcid.org/0000-0002-9826-6565","observed_orcids":["https://orcid.org/0000-0002-9826-6565"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101475","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/00mrq0n58","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101475"]},{"id":"https://openalex.org/I4210105918","display_name":"Normandie Universit\u00e9","ror":"https://ror.org/01k40cz91","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4210121964","display_name":"Centre Fran\u00e7ois Baclesse","ror":"https://ror.org/02x9y0j10","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210121964"]},{"id":"https://openalex.org/I4210154143","display_name":"Cyceron","ror":"https://ror.org/04zeq1c51","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210154143"]},{"id":"https://openalex.org/I4392021095","display_name":"Imagerie et Strat\u00e9gies Th\u00e9rapeutiques pour les Cancers et Tissus c\u00e9r\u00e9braux","ror":"https://ror.org/04b9vs620","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4392021095","https://openalex.org/I98702875"]},{"id":"https://openalex.org/I98702875","display_name":"Universit\u00e9 de Caen Normandie","ror":"https://ror.org/051kpcy16","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210105918","https://openalex.org/I98702875"]}],"countries":["FR","LU"],"is_corresponding":true,"raw_author_name":"Aur\u00e9lien Corroyer-Dulmont","raw_affiliation_strings":["Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","Medical Physics Department, Centre Fran\u00e7ois Baclesse","Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]},{"raw_affiliation_string":"Medical Physics Department, Centre Fran\u00e7ois Baclesse","institution_ids":["https://openalex.org/I4210101475","https://openalex.org/I4210121964"]},{"raw_affiliation_string":"Universit\u00e9 de Caen Normandie, CNRS, Normandie Univ, ISTCT UMR6030, CYCERON","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210105918","https://openalex.org/I4210154143","https://openalex.org/I4392021095","https://openalex.org/I98702875"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5025029895"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210101475","https://openalex.org/I4210105918","https://openalex.org/I4210121964","https://openalex.org/I4210154143","https://openalex.org/I4392021095","https://openalex.org/I98702875"],"apc_list":{"value":1950,"currency":"CHF","value_usd":2353},"apc_paid":{"value":1950,"currency":"CHF","value_usd":2353},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.7455629,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":null,"first_page":"1963539","last_page":"1963539"},"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":0.5957000255584717,"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":0.5957000255584717,"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.3617999851703644,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.03009999915957451,"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/glioblastoma","display_name":"glioblastoma","score":0.921999990940094},{"id":"https://openalex.org/keywords/overall-survival-prediction","display_name":"overall survival prediction","score":0.9900000095367432},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.8980000019073486},{"id":"https://openalex.org/keywords/clinical-data-integration","display_name":"clinical data integration","score":0.628000020980835},{"id":"https://openalex.org/keywords/treatment-response-assessment","display_name":"treatment response assessment","score":0.6520000100135803},{"id":"https://openalex.org/keywords/pseudoprogression","display_name":"pseudoprogression","score":0.9240000247955322},{"id":"https://openalex.org/keywords/prognostic-model","display_name":"prognostic model","score":0.5590000152587891}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7445999979972839},{"id":"https://openalex.org/C2776194525","wikidata":"https://www.wikidata.org/wiki/Q282142","display_name":"Glioblastoma","level":2,"score":0.7337999939918518},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5982000231742859},{"id":"https://openalex.org/C3019894029","wikidata":"https://www.wikidata.org/wiki/Q332823","display_name":"Overall survival","level":2,"score":0.5127000212669373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5066999793052673},{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.4632999897003174},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4553999900817871},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.3837999999523163},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.37779998779296875},{"id":"https://openalex.org/C2993277928","wikidata":"https://www.wikidata.org/wiki/Q7248370","display_name":"Prognostic model","level":3,"score":0.3725999891757965},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.37139999866485596},{"id":"https://openalex.org/C3018822202","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Patient data","level":2,"score":0.37139999866485596},{"id":"https://openalex.org/C10515644","wikidata":"https://www.wikidata.org/wiki/Q543310","display_name":"Survival analysis","level":2,"score":0.3682999908924103},{"id":"https://openalex.org/C2777389519","wikidata":"https://www.wikidata.org/wiki/Q425088","display_name":"Temozolomide","level":3,"score":0.33970001339912415},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.33329999446868896},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3319000005722046},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.28600001335144043},{"id":"https://openalex.org/C2776694085","wikidata":"https://www.wikidata.org/wiki/Q974135","display_name":"Chemotherapy","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.2759999930858612},{"id":"https://openalex.org/C71472368","wikidata":"https://www.wikidata.org/wiki/Q676880","display_name":"Text mining","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C201645570","wikidata":"https://www.wikidata.org/wiki/Q830637","display_name":"Radiation treatment planning","level":3,"score":0.25029999017715454},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2502000033855438}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/fradi.2026.1963539","doi":"https://doi.org/10.3389/fradi.2026.1963539","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fradi.2026.1963539","pdf_url":"https://www.frontiersin.org/journals/radiology/articles/10.3389/fradi.2026.1963539/pdf","source":{"id":"https://openalex.org/S4210231800","display_name":"Frontiers in Radiology","issn_l":"2673-8740","issn":["2673-8740"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Radiology","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13710324","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13710324/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13710324/pdf/fradi-06-1963539.pdf","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,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Radiol","raw_type":"Text"},{"id":"pmid:42947887","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42947887","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,"listed_in":[],"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":"Frontiers in radiology","raw_type":"Journal Article"},{"id":"pmh:oai:HAL:hal-05796625v1","doi":null,"is_oa":true,"landing_page_url":"https://normandie-univ.hal.science/hal-05796625","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"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":"Frontiers in Radiology, 2026, 6, pp.1963539. ⟨10.3389/fradi.2026.1963539⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:bc09a2990cad4002abfd6e1baf8cc8c8","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/bc09a2990cad4002abfd6e1baf8cc8c8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Radiology, Vol 6 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fradi.2026.1963539","doi":"https://doi.org/10.3389/fradi.2026.1963539","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fradi.2026.1963539","pdf_url":"https://www.frontiersin.org/journals/radiology/articles/10.3389/fradi.2026.1963539/pdf","source":{"id":"https://openalex.org/S4210231800","display_name":"Frontiers in Radiology","issn_l":"2673-8740","issn":["2673-8740"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Radiology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9922999739646912,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320329938","display_name":"R\u00e9gion Normandie","ror":"https://ror.org/03cq89j92"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7221609934.pdf","grobid_xml":"https://content.openalex.org/works/W7221609934.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W2096287682","https://openalex.org/W2140704845","https://openalex.org/W2162643152","https://openalex.org/W2366536035","https://openalex.org/W2436534309","https://openalex.org/W2571898150","https://openalex.org/W2620900027","https://openalex.org/W2751069891","https://openalex.org/W2795436270","https://openalex.org/W3003257820","https://openalex.org/W3031224726","https://openalex.org/W3128261063","https://openalex.org/W3155443857","https://openalex.org/W3174246647","https://openalex.org/W4200327950","https://openalex.org/W4212964740","https://openalex.org/W4288708085","https://openalex.org/W4302004698","https://openalex.org/W4309246876","https://openalex.org/W4310463909","https://openalex.org/W4311505962","https://openalex.org/W4323657311","https://openalex.org/W4365452787","https://openalex.org/W4365516056","https://openalex.org/W4375955343","https://openalex.org/W4384461149","https://openalex.org/W4386439082","https://openalex.org/W4386958277","https://openalex.org/W4387163062","https://openalex.org/W4387764839","https://openalex.org/W4388077463","https://openalex.org/W4391004205","https://openalex.org/W4391308593","https://openalex.org/W4402279030","https://openalex.org/W4403361023","https://openalex.org/W4403400849","https://openalex.org/W4405023303","https://openalex.org/W4405828833","https://openalex.org/W4406236617","https://openalex.org/W4406987625","https://openalex.org/W4407002281","https://openalex.org/W4407720830","https://openalex.org/W4411958004","https://openalex.org/W4415610424","https://openalex.org/W4416233423","https://openalex.org/W4416928534","https://openalex.org/W7119483009"],"related_works":["https://openalex.org/W4391308593","https://openalex.org/W4387206730","https://openalex.org/W4386537768","https://openalex.org/W4416159440","https://openalex.org/W4309017250","https://openalex.org/W3049707208","https://openalex.org/W6990701930","https://openalex.org/W7203558136","https://openalex.org/W3205449701","https://openalex.org/W7219820151"],"abstract_inverted_index":{"Purpose:":[0],"Glioblastoma":[1],"(GBM)":[2],"exhibits":[3],"variable":[4],"treatment":[5,26],"response":[6,27],"and":[7,66,71,97,101,121,163,171,179,205,213,236,244,270,278,287,313],"patients":[8,115],"shown":[9],"a":[10,263,271,304,334],"median":[11],"survival":[12,90,295,322,348],"of":[13,23,50,61,78,105,177,258,265,273,310,343],"15":[14],"months.":[15],"A":[16,103,123],"major":[17],"challenge":[18],"lies":[19],"in":[20,350],"the":[21,48,59,151,175,188,220,249,317],"difficulty":[22],"reliably":[24],"assessing":[25],"at":[28,218],"an":[29,84,256],"early":[30,53,321],"stage,":[31],"as":[32],"it":[33],"can":[34],"usually":[35],"only":[36,183,192,224],"be":[37,56],"evaluated":[38],"on":[39,94,127,131],"anatomical":[40],"MRI":[41,96,133,312],"performed":[42],"up":[43],"to":[44,82,88,346],"three":[45],"months":[46],"after":[47],"start":[49],"treatment,":[51],"when":[52],"interpretation":[54],"may":[55,355],"complicated":[57],"by":[58],"risk":[60],"pseudoprogression.":[62],"Accurately":[63],"predicting":[64],"short-term":[65,178],"long-term":[67,180],"survivors":[68,181],"before":[69],"radiotherapy":[70],"chemotherapy":[72],"is":[73,81],"therefore":[74],"crucial.":[75],"The":[76,308,341],"objective":[77],"this":[79],"study":[80],"develop":[83],"AI":[85,152,344],"model":[86,125,153,190,222,251,319],"designed":[87],"predict":[89,347],"outcomes":[91],"based":[92],"exclusively":[93],"pre-chemoradiotherapy":[95,132,184,193,225,311,353,357],"clinical":[98,139,253,314,326],"data.":[99],"Material":[100],"methods:":[102],"total":[104],"1,575":[106],"retrospective":[107],"T1-Gd":[108],"brain":[109],"images":[110],"were":[111,146,301],"obtained":[112],"from":[113,352],"175":[114],"treated":[116],"for":[117,168,174,210,241,292,320],"GBM":[118,351],"between":[119],"2018":[120],"2023.":[122],"ResNet-51Q":[124],"pretrained":[126],"ImageNet":[128],"was":[129],"fine-tuned":[130],"using":[134,182,191,223,303,316],"transfer":[135],"learning.":[136],"To":[137],"incorporate":[138],"data,":[140],"deep":[141],"hybrid":[142],"learning":[143],"(DHL)":[144],"models":[145,345],"trained.":[147],"Results:":[148],"At":[149,186],"patient-level,":[150,187],"achieved":[154,195,227,255],"81.08%":[155],"(CI":[156,160,165,197,202,207,229,233,238,260,267,275,280,284,289],"95%:":[157,161,166,198,203,208,230,234,239,261,268,276,281,285,290],"67.57-91.89),":[158],"68.42%":[159],"47.06-88.89)":[162],"94.44%":[164],"81.82-1.00)":[167],"accuracy,":[169,211,242],"sensitivity,":[170,212,243],"specificity,":[172,214,245],"respectively,":[173],"classification":[176],"MRI.":[185],"three-class":[189,221],"MRI,":[194,226],"87.18%":[196,201],"76.92-":[199],"97.44),":[200],"76.68-96.97),":[204],"93.59%":[206],"88.03-98.41)":[209],"respectively.":[215,246],"In":[216,247],"comparison":[217,248],"slice-level,":[219],"81.77%":[228,232],"70.66-91.45),":[231],"71.07-91.33),":[235],"90.88%":[237],"85.25-95.74)":[240],"DHL":[250,318],"with":[252],"data":[254,315,354],"accuracy":[257],"84.62%":[259,266],"71.79-94.87),":[262],"sensitivity":[264],"72.54-95.24)":[269],"specificity":[272],"92.31%":[274],"86.07-97.53)":[277],"76.32%":[279],"63.16-89.47),":[282],"76.11%":[283],"61.63-88.75)":[286],"92.06%":[288],"87.51-96.23)":[291],"four":[293],"overall":[294],"classification.":[296],"For":[297],"multiclass":[298],"tasks,":[299],"metrics":[300],"calculated":[302],"macro-averaged":[305],"approach.":[306],"Conclusion:":[307],"combination":[309],"prediction;":[323],"however,":[324],"adding":[325],"variables":[327],"yielded":[328],"comparable":[329],"prognostic":[330,358],"performance":[331],"rather":[332],"than":[333],"demonstrable":[335],"enhancement":[336],"over":[337],"imaging":[338],"features":[339],"alone.":[340],"use":[342],"outcome":[349],"support":[356],"stratification.":[359]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-14T00:00:00"}