{"id":"https://openalex.org/W4416225790","doi":"https://doi.org/10.1038/s41746-025-02018-x","title":"GlioSurv: interpretable transformer for multimodal, individualized survival prediction in diffuse glioma","display_name":"GlioSurv: interpretable transformer for multimodal, individualized survival prediction in diffuse glioma","publication_year":2025,"publication_date":"2025-11-14","ids":{"openalex":"https://openalex.org/W4416225790","doi":"https://doi.org/10.1038/s41746-025-02018-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/41238742"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-02018-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-02018-x","pdf_url":"https://www.nature.com/articles/s41746-025-02018-x.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-025-02018-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043845538","display_name":"Junhyeok Lee","orcid":"https://orcid.org/0000-0001-7489-5829"},"institutions":[{"id":"https://openalex.org/I169071179","display_name":"Cancer Research Institute","ror":"https://ror.org/02f3xk561","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I169071179"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junhyeok Lee","raw_affiliation_strings":["Interdisciplinary Programs in Cancer Biology, Seoul National University Graduate School, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interdisciplinary Programs in Cancer Biology, Seoul National University Graduate School, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I169071179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040023454","display_name":"Joon Hwan Jang","orcid":"https://orcid.org/0000-0001-8934-6494"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Joon Jang","raw_affiliation_strings":["Department of Biomedical Sciences, Seoul National University, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Sciences, Seoul National University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Heeseong Eum","orcid":null},"institutions":[{"id":"https://openalex.org/I169071179","display_name":"Cancer Research Institute","ror":"https://ror.org/02f3xk561","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I169071179"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Heeseong Eum","raw_affiliation_strings":["Interdisciplinary Programs in Cancer Biology, Seoul National University Graduate School, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interdisciplinary Programs in Cancer Biology, Seoul National University Graduate School, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I169071179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101037371","display_name":"Han Won Jang","orcid":null},"institutions":[{"id":"https://openalex.org/I2802835388","display_name":"Seoul National University Hospital","ror":"https://ror.org/01z4nnt86","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Han Jang","raw_affiliation_strings":["Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2802835388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100741671","display_name":"Minchul Kim","orcid":"https://orcid.org/0000-0002-4614-1146"},"institutions":[{"id":"https://openalex.org/I4210103535","display_name":"Kangbuk Samsung Hospital","ror":"https://ror.org/013e76m06","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I2250650973","https://openalex.org/I2802194831","https://openalex.org/I4210103535"]},{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minchul Kim","raw_affiliation_strings":["Department of Radiology, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I4210103535","https://openalex.org/I848706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058516635","display_name":"Sung\u2010Hye Park","orcid":"https://orcid.org/0000-0002-8681-1597"},"institutions":[{"id":"https://openalex.org/I2802835388","display_name":"Seoul National University Hospital","ror":"https://ror.org/01z4nnt86","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sung Hye Park","raw_affiliation_strings":["Department of Pathology, Seoul National University Hospital, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, Seoul National University Hospital, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2802835388"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chul Kee Park","orcid":null},"institutions":[{"id":"https://openalex.org/I2802835388","display_name":"Seoul National University Hospital","ror":"https://ror.org/01z4nnt86","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chul Kee Park","raw_affiliation_strings":["Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2802835388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112148531","display_name":"Seung Hong Choi","orcid":null},"institutions":[{"id":"https://openalex.org/I2802835388","display_name":"Seoul National University Hospital","ror":"https://ror.org/01z4nnt86","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seung Hong Choi","raw_affiliation_strings":["Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2802835388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037123563","display_name":"Sung Soo Ahn","orcid":"https://orcid.org/0000-0002-9002-9880"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sung Soo Ahn","raw_affiliation_strings":["Department of Radiology, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027171928","display_name":"Yoseob Han","orcid":"https://orcid.org/0000-0002-0382-7826"},"institutions":[{"id":"https://openalex.org/I141371507","display_name":"Soongsil University","ror":"https://ror.org/017xnm587","country_code":"KR","type":"education","lineage":["https://openalex.org/I141371507"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yoseob Han","raw_affiliation_strings":["Department of Electronic Engineering, Soongsil University, Seoul, Republic of Korea","Department of Intelligent Semiconductors, Soongsil University, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Soongsil University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I141371507"]},{"raw_affiliation_string":"Department of Intelligent Semiconductors, Soongsil University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I141371507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006749140","display_name":"Kyu Sung Choi","orcid":"https://orcid.org/0000-0002-5175-3307"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I2802457231","display_name":"New Generation University College","ror":"https://ror.org/015aem925","country_code":"ET","type":"education","lineage":["https://openalex.org/I2802457231"]},{"id":"https://openalex.org/I2802835388","display_name":"Seoul National University Hospital","ror":"https://ror.org/01z4nnt86","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388"]}],"countries":["ET","KR"],"is_corresponding":true,"raw_author_name":"Kyu Sung Choi","raw_affiliation_strings":["Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea. kyuchoi86@gmail.com","Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea. kyuchoi86@gmail.com","Healthcare AI Research Institute, Seoul National University Hospital, Seoul, Korea. kyuchoi86@gmail.com","Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea","Healthcare AI Research Institute, Seoul National University Hospital, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea. kyuchoi86@gmail.com","institution_ids":["https://openalex.org/I2802457231"]},{"raw_affiliation_string":"Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea. kyuchoi86@gmail.com","institution_ids":["https://openalex.org/I2802835388"]},{"raw_affiliation_string":"Healthcare AI Research Institute, Seoul National University Hospital, Seoul, Korea. kyuchoi86@gmail.com","institution_ids":["https://openalex.org/I2802835388"]},{"raw_affiliation_string":"Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I139264467"]},{"raw_affiliation_string":"Healthcare AI Research Institute, Seoul National University Hospital, Seoul, Korea","institution_ids":["https://openalex.org/I2802835388"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5006749140"],"corresponding_institution_ids":["https://openalex.org/I139264467","https://openalex.org/I2802457231","https://openalex.org/I2802835388"],"apc_list":{"value":3590,"currency":"USD","value_usd":3590},"apc_paid":{"value":3590,"currency":"USD","value_usd":3590},"fwci":2.3276,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.89810825,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"8","issue":"1","first_page":"660","last_page":"660"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.9233999848365784,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.9233999848365784,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.03229999914765358,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.008100000210106373,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7820000052452087},{"id":"https://openalex.org/keywords/concordance","display_name":"Concordance","score":0.6328999996185303},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.45840001106262207},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.42829999327659607},{"id":"https://openalex.org/keywords/risk-stratification","display_name":"Risk stratification","score":0.3977000117301941},{"id":"https://openalex.org/keywords/proportional-hazards-model","display_name":"Proportional hazards model","score":0.3756999969482422},{"id":"https://openalex.org/keywords/survival-analysis","display_name":"Survival analysis","score":0.3693000078201294},{"id":"https://openalex.org/keywords/glioblastoma","display_name":"Glioblastoma","score":0.3621000051498413}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7820000052452087},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.656000018119812},{"id":"https://openalex.org/C160798450","wikidata":"https://www.wikidata.org/wiki/Q4230870","display_name":"Concordance","level":2,"score":0.6328999996185303},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4781000018119812},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.45840001106262207},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.42829999327659607},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.4146000146865845},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.41280001401901245},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.3977000117301941},{"id":"https://openalex.org/C50382708","wikidata":"https://www.wikidata.org/wiki/Q223218","display_name":"Proportional hazards model","level":2,"score":0.3756999969482422},{"id":"https://openalex.org/C10515644","wikidata":"https://www.wikidata.org/wiki/Q543310","display_name":"Survival analysis","level":2,"score":0.3693000078201294},{"id":"https://openalex.org/C2776194525","wikidata":"https://www.wikidata.org/wiki/Q282142","display_name":"Glioblastoma","level":2,"score":0.3621000051498413},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.35530000925064087},{"id":"https://openalex.org/C2778227246","wikidata":"https://www.wikidata.org/wiki/Q1365309","display_name":"Glioma","level":2,"score":0.35269999504089355},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.34279999136924744},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.3368000090122223},{"id":"https://openalex.org/C3019894029","wikidata":"https://www.wikidata.org/wiki/Q332823","display_name":"Overall survival","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3174000084400177},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.3125},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3012999892234802},{"id":"https://openalex.org/C4441509","wikidata":"https://www.wikidata.org/wiki/Q6418787","display_name":"Multimodal therapy","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C2993277928","wikidata":"https://www.wikidata.org/wiki/Q7248370","display_name":"Prognostic model","level":3,"score":0.27889999747276306},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C2780739268","wikidata":"https://www.wikidata.org/wiki/Q2112244","display_name":"Progression-free survival","level":3,"score":0.26829999685287476},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2653999924659729},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.26159998774528503}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-025-02018-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-02018-x","pdf_url":"https://www.nature.com/articles/s41746-025-02018-x.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:41238742","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41238742","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:0910027020114c0585996fefb572c007","is_oa":true,"landing_page_url":"https://doaj.org/article/0910027020114c0585996fefb572c007","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,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-16 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11426603","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12618496","pdf_url":null,"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"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-02018-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-02018-x","pdf_url":"https://www.nature.com/articles/s41746-025-02018-x.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2219138043","display_name":null,"funder_award_id":"RS-2024-00439549","funder_id":"https://openalex.org/F4320322107","funder_display_name":"Korea Health Industry Development Institute"},{"id":"https://openalex.org/G2402950509","display_name":null,"funder_award_id":"RS-2023-00251022","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G3973092326","display_name":null,"funder_award_id":"RS-2024-00439549","funder_id":"https://openalex.org/F4320322034","funder_display_name":"Ministry of Health and Welfare"},{"id":"https://openalex.org/G437506376","display_name":null,"funder_award_id":"RS-2023-00251022","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322034","display_name":"Ministry of Health and Welfare","ror":"https://ror.org/00vxgjw72"},{"id":"https://openalex.org/F4320322107","display_name":"Korea Health Industry Development Institute","ror":"https://ror.org/00fdzyk40"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416225790.pdf","grobid_xml":"https://content.openalex.org/works/W4416225790.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W1530069278","https://openalex.org/W2019068225","https://openalex.org/W2064214863","https://openalex.org/W2091415498","https://openalex.org/W2096287682","https://openalex.org/W2099620796","https://openalex.org/W2105100844","https://openalex.org/W2115098571","https://openalex.org/W2123299008","https://openalex.org/W2126817554","https://openalex.org/W2135369095","https://openalex.org/W2143338967","https://openalex.org/W2156330848","https://openalex.org/W2263206910","https://openalex.org/W2346352626","https://openalex.org/W2366536035","https://openalex.org/W2525984666","https://openalex.org/W2546725286","https://openalex.org/W2549139847","https://openalex.org/W2610403529","https://openalex.org/W2751538714","https://openalex.org/W2753919178","https://openalex.org/W2767209653","https://openalex.org/W2788183929","https://openalex.org/W2789172526","https://openalex.org/W2891480757","https://openalex.org/W2912884588","https://openalex.org/W2928374940","https://openalex.org/W2953298857","https://openalex.org/W2962858109","https://openalex.org/W2963341956","https://openalex.org/W2965512201","https://openalex.org/W3003257820","https://openalex.org/W3005337228","https://openalex.org/W3034067600","https://openalex.org/W3046768359","https://openalex.org/W3053264094","https://openalex.org/W3094595351","https://openalex.org/W3096625524","https://openalex.org/W3110787789","https://openalex.org/W3158735907","https://openalex.org/W3174246647","https://openalex.org/W4285097303","https://openalex.org/W4287831825","https://openalex.org/W4288708085","https://openalex.org/W4295951577","https://openalex.org/W4296121254","https://openalex.org/W4302004698","https://openalex.org/W4302305279","https://openalex.org/W4310602522","https://openalex.org/W4361292362","https://openalex.org/W4362673398","https://openalex.org/W4376226279","https://openalex.org/W4387764839","https://openalex.org/W4393251590","https://openalex.org/W4399387588","https://openalex.org/W4400065595","https://openalex.org/W4400640199","https://openalex.org/W4401728179","https://openalex.org/W4405828833","https://openalex.org/W4405911945","https://openalex.org/W4406278158","https://openalex.org/W4408168762","https://openalex.org/W4408220392"],"related_works":[],"abstract_inverted_index":{"Adult":[0],"diffuse":[1,147],"gliomas":[2],"are":[3],"clinically":[4],"and":[5,11,33,36,61,85,99,132,143],"molecularly":[6],"heterogeneous,":[7],"complicating":[8],"risk":[9],"stratification":[10],"personalized":[12,40,140],"management.":[13],"We":[14],"introduce":[15],"GlioSurv,":[16],"a":[17,44,92,96,100],"multimodal":[18,102],"transformer":[19,103],"model":[20],"based":[21],"on":[22],"an":[23],"accelerated":[24],"failure":[25],"time":[26],"framework":[27],"to":[28,121,138],"integrate":[29],"multiparametric":[30],"MRI,":[31],"clinical":[32],"molecular":[34],"variables,":[35],"treatment":[37,114],"data":[38],"for":[39],"survival":[41,141],"prediction.":[42],"In":[43],"retrospective":[45],"analysis":[46],"of":[47,109,136],"1944":[48],"patients,":[49],"including":[50],"one":[51],"internal":[52],"cohort":[53],"(n":[54,65],"=":[55,66],"891;":[56],"mean":[57,70],"OS":[58,71],"32.2":[59],"months)":[60],"three":[62],"external":[63],"cohorts":[64],"84,":[67],"470,":[68],"499;":[69],"26.1,":[72],"18.8,":[73],"19.0":[74],"months),":[75],"GlioSurv":[76,137],"demonstrated":[77],"robust":[78],"discrimination":[79],"(IAUC:":[80],"0.68-0.86),":[81],"calibration":[82],"(IBS:":[83],"0.10-0.21)":[84],"concordance":[86],"(C-index:":[87],"0.61-0.80).":[88],"It":[89],"significantly":[90],"outperformed":[91],"convolutional":[93],"neural":[94],"network,":[95],"vision":[97],"transformer,":[98],"non-imaging":[101],"(p":[104,123],"<":[105,124],"0.01).":[106],"Sequential":[107],"integration":[108],"imaging,":[110],"clinical,":[111],"molecular,":[112],"then":[113],"data,":[115],"progressively":[116],"improved":[117],"C-index":[118],"from":[119],"0.69":[120],"0.80":[122],"0.001).":[125],"Interpretability":[126],"analyses":[127],"confirmed":[128],"established":[129],"prognostic":[130],"factors":[131],"indicate":[133],"the":[134],"potential":[135],"support":[139],"prediction":[142],"risk-stratified":[144],"decision-making":[145],"in":[146],"glioma.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-07-27T08:26:11.824852","created_date":"2025-11-14T00:00:00"}
