{"id":"https://openalex.org/W4412929828","doi":"https://doi.org/10.1038/s41746-025-01903-9","title":"Multimodal deep learning model for prognostic prediction in cervical cancer receiving definitive radiotherapy: a multi-center study","display_name":"Multimodal deep learning model for prognostic prediction in cervical cancer receiving definitive radiotherapy: a multi-center study","publication_year":2025,"publication_date":"2025-08-04","ids":{"openalex":"https://openalex.org/W4412929828","doi":"https://doi.org/10.1038/s41746-025-01903-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/40760164"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01903-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01903-9","pdf_url":"https://www.nature.com/articles/s41746-025-01903-9.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s41746-025-01903-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100442318","display_name":"Weiping Wang","orcid":"https://orcid.org/0000-0002-6619-1191"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiping Wang","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China","institution_ids":["https://openalex.org/I2801228662","https://openalex.org/I200296433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100436460","display_name":"Guang Yang","orcid":"https://orcid.org/0000-0001-7344-7733"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guang Yang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050630575","display_name":"Y H Liu","orcid":"https://orcid.org/0009-0006-9725-9140"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulin Liu","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China","institution_ids":["https://openalex.org/I2801228662","https://openalex.org/I200296433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017603683","display_name":"Lichun Wei","orcid":"https://orcid.org/0000-0003-2030-2164"},"institutions":[{"id":"https://openalex.org/I4210158926","display_name":"Xijing Hospital","ror":"https://ror.org/05cqe9350","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210158926"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lichun Wei","raw_affiliation_strings":["Department of Radiation Oncology, Xijing Hospital, Air Force Military Medical University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Xijing Hospital, Air Force Military Medical University, Xi'an, China","institution_ids":["https://openalex.org/I4210158926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078802906","display_name":"Xiaoying Xu","orcid":"https://orcid.org/0000-0001-8914-5262"},"institutions":[{"id":"https://openalex.org/I191996457","display_name":"Dalian Medical University","ror":"https://ror.org/04c8eg608","country_code":"CN","type":"education","lineage":["https://openalex.org/I191996457"]},{"id":"https://openalex.org/I4210100868","display_name":"Second Affiliated Hospital of Dalian Medical University","ror":"https://ror.org/012f2cn18","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210100868"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoying Xu","raw_affiliation_strings":["Department of Radiation Oncology, Second Affiliated Hospital of Dalian Medical University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Second Affiliated Hospital of Dalian Medical University, Dalian, China","institution_ids":["https://openalex.org/I191996457","https://openalex.org/I4210100868"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057823939","display_name":"Chulong Zhang","orcid":"https://orcid.org/0009-0007-1149-1860"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chulong Zhang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053518192","display_name":"Zhaohong Pan","orcid":"https://orcid.org/0009-0007-9566-4131"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaohong Pan","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113325090","display_name":"Yongguang Liang","orcid":"https://orcid.org/0000-0001-8514-7252"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongguang Liang","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China","institution_ids":["https://openalex.org/I2801228662","https://openalex.org/I200296433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100453371","display_name":"Bo Yang","orcid":"https://orcid.org/0000-0002-9221-2144"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Yang","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China","institution_ids":["https://openalex.org/I2801228662","https://openalex.org/I200296433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037724504","display_name":"Jie Qiu","orcid":"https://orcid.org/0009-0006-9149-3550"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Qiu","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China","institution_ids":["https://openalex.org/I2801228662","https://openalex.org/I200296433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114204867","display_name":"Fuquan Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuquan Zhang","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China","institution_ids":["https://openalex.org/I2801228662","https://openalex.org/I200296433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085072413","display_name":"Xiaorong Hou","orcid":"https://orcid.org/0000-0002-4903-9489"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaorong Hou","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China. hxr_pumch@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China. hxr_pumch@163.com","institution_ids":["https://openalex.org/I200296433","https://openalex.org/I2801228662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100691016","display_name":"Ke Hu","orcid":"https://orcid.org/0000-0002-1627-7659"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ke Hu","raw_affiliation_strings":["Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China. huke8000@126.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China. huke8000@126.com","institution_ids":["https://openalex.org/I200296433","https://openalex.org/I2801228662"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056242195","display_name":"Xiaokun Liang","orcid":"https://orcid.org/0000-0002-1207-5726"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaokun Liang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China. xk.liang@siat.ac.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, China. xk.liang@siat.ac.cn","institution_ids":["https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5056242195","https://openalex.org/A5085072413","https://openalex.org/A5100691016"],"corresponding_institution_ids":["https://openalex.org/I200296433","https://openalex.org/I2801228662","https://openalex.org/I4210145761"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":10.7004,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.98744422,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"8","issue":"1","first_page":"503","last_page":"503"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10668","display_name":"Endometrial and Cervical Cancer Treatments","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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/T10668","display_name":"Endometrial and Cervical Cancer Treatments","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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":0.9997000098228455,"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/T10146","display_name":"Cervical Cancer and HPV Research","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/radiation-therapy","display_name":"Radiation therapy","score":0.6372271776199341},{"id":"https://openalex.org/keywords/center","display_name":"Center (category theory)","score":0.6340526342391968},{"id":"https://openalex.org/keywords/cervical-cancer","display_name":"Cervical cancer","score":0.6217145323753357},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5518175959587097},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4599212408065796},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.416909784078598},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3942742943763733},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3273446559906006},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2543962597846985},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.24732092022895813}],"concepts":[{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.6372271776199341},{"id":"https://openalex.org/C2779463800","wikidata":"https://www.wikidata.org/wiki/Q5062222","display_name":"Center (category theory)","level":2,"score":0.6340526342391968},{"id":"https://openalex.org/C2778220009","wikidata":"https://www.wikidata.org/wiki/Q160105","display_name":"Cervical cancer","level":3,"score":0.6217145323753357},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5518175959587097},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4599212408065796},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.416909784078598},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3942742943763733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3273446559906006},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2543962597846985},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.24732092022895813},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C8010536","wikidata":"https://www.wikidata.org/wiki/Q160398","display_name":"Crystallography","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-025-01903-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01903-9","pdf_url":"https://www.nature.com/articles/s41746-025-01903-9.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:40760164","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40760164","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:8b83fc4c43ef420ea070ff7b47bfbabd","is_oa":true,"landing_page_url":"https://doaj.org/article/8b83fc4c43ef420ea070ff7b47bfbabd","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 1-10 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12322216","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12322216","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-01903-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01903-9","pdf_url":"https://www.nature.com/articles/s41746-025-01903-9.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/G1211651440","display_name":null,"funder_award_id":"2023YFC2411502","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G379988120","display_name":null,"funder_award_id":"2022YFC2402305","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5777637927","display_name":null,"funder_award_id":"2023YFC2411504","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321540","display_name":"Ministry of Science and Technology of the People's Republic of China","ror":"https://ror.org/027s68j25"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412929828.pdf","grobid_xml":"https://content.openalex.org/works/W4412929828.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W2889646458","https://openalex.org/W2892433726","https://openalex.org/W2899416224","https://openalex.org/W2904536164","https://openalex.org/W2939956381","https://openalex.org/W2967776494","https://openalex.org/W2971323891","https://openalex.org/W2973073110","https://openalex.org/W3014625594","https://openalex.org/W3142845014","https://openalex.org/W4207027594","https://openalex.org/W4221061108","https://openalex.org/W4280533788","https://openalex.org/W4293769784","https://openalex.org/W4294368645","https://openalex.org/W4304758021","https://openalex.org/W4366085279","https://openalex.org/W4385781576","https://openalex.org/W4387025475","https://openalex.org/W4387080920","https://openalex.org/W4390452972","https://openalex.org/W4391350843","https://openalex.org/W4391671392","https://openalex.org/W4393935425","https://openalex.org/W4393965986","https://openalex.org/W4396834752","https://openalex.org/W4401029918","https://openalex.org/W4402535093","https://openalex.org/W4403042585","https://openalex.org/W4403384496","https://openalex.org/W6862222599"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W4386948194","https://openalex.org/W2355955825","https://openalex.org/W2611989081","https://openalex.org/W4412360765","https://openalex.org/W2056534599","https://openalex.org/W2188431416","https://openalex.org/W2065091555","https://openalex.org/W2371189778","https://openalex.org/W1573667629"],"abstract_inverted_index":{"For":[0],"patients":[1,34,74],"with":[2,35],"locally":[3],"advanced":[4],"cervical":[5],"cancer":[6],"(LACC),":[7],"precise":[8],"survival":[9,30],"prediction":[10],"models":[11,87],"could":[12],"guide":[13,131],"personalized":[14,132],"treatment.":[15],"We":[16],"developed":[17],"and":[18,44,51,66,78,115],"validated":[19],"CerviPro,":[20],"a":[21,120],"deep":[22],"learning-based":[23],"multimodal":[24,110],"prognostic":[25,123],"model,":[26],"to":[27,112,130],"predict":[28,113],"disease-free":[29],"(DFS)":[31],"in":[32,59],"1018":[33],"LACC":[36],"receiving":[37],"definitive":[38],"radiotherapy.":[39],"The":[40],"model":[41],"integrates":[42],"pre-":[43],"post-treatment":[45],"CT":[46],"imaging,":[47,95],"handcrafted":[48],"radiomic":[49],"features,":[50],"clinical":[52],"variables.":[53],"CerviPro":[54,118],"demonstrated":[55],"robust":[56],"predictive":[57],"performance":[58],"the":[60,100,128],"internal":[61],"validation":[62,68],"cohort":[63],"(C-index":[64,70],"0.81),":[65],"external":[67],"cohorts":[69],"0.70&0.66),":[71],"significantly":[72],"stratifying":[73],"into":[75],"distinct":[76],"high-":[77],"low-risk":[79],"DFS":[80,114],"groups.":[81],"Multimodal":[82],"feature":[83,91],"fusion":[84],"consistently":[85],"outperformed":[86],"based":[88],"on":[89],"single":[90],"categories":[92],"(clinical":[93],"data,":[94],"or":[96],"radiomics":[97],"alone),":[98],"highlighting":[99],"synergistic":[101],"value":[102],"of":[103],"integrating":[104,109],"diverse":[105],"data":[106,111],"sources.":[107],"By":[108],"recurrence":[116],"risk,":[117],"provides":[119],"clinically":[121],"valuable":[122],"tool":[124],"for":[125],"LACC,":[126],"offering":[127],"potential":[129],"treatment":[133],"strategies.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}