{"id":"https://openalex.org/W4416626108","doi":"https://doi.org/10.1186/s12880-025-02022-3","title":"Machine learning-based clinical-radiomics model for predicting recurrence risk after radical surgery in sinonasal squamous cell carcinoma: a preliminary 2-year follow-up study","display_name":"Machine learning-based clinical-radiomics model for predicting recurrence risk after radical surgery in sinonasal squamous cell carcinoma: a preliminary 2-year follow-up study","publication_year":2025,"publication_date":"2025-11-25","ids":{"openalex":"https://openalex.org/W4416626108","doi":"https://doi.org/10.1186/s12880-025-02022-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/41291508"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-025-02022-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-02022-3","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02022-3.pdf","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02022-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101513562","display_name":"Yue Geng","orcid":"https://orcid.org/0000-0003-2656-0586"},"institutions":[{"id":"https://openalex.org/I4210112065","display_name":"Eye & ENT Hospital of Fudan University","ror":"https://ror.org/02wc1yz29","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210112065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Geng","raw_affiliation_strings":["Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China","institution_ids":["https://openalex.org/I4210112065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054860602","display_name":"Jingfeng Cheng","orcid":"https://orcid.org/0000-0002-1873-4083"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210097066","display_name":"Shanghai Ninth People's Hospital","ror":"https://ror.org/010826a91","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097066"]},{"id":"https://openalex.org/I4210112065","display_name":"Eye & ENT Hospital of Fudan University","ror":"https://ror.org/02wc1yz29","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210112065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingfeng Cheng","raw_affiliation_strings":["Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China","Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, Shanghai, 200010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China","institution_ids":["https://openalex.org/I4210112065"]},{"raw_affiliation_string":"Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, Shanghai, 200010, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210097066"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111942358","display_name":"D.Z. Shen","orcid":"https://orcid.org/0009-0000-0622-5794"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]},{"id":"https://openalex.org/I4210086801","display_name":"Affiliated Hospital of Nantong University","ror":"https://ror.org/001rahr89","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210086801"]},{"id":"https://openalex.org/I4210112065","display_name":"Eye & ENT Hospital of Fudan University","ror":"https://ror.org/02wc1yz29","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210112065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dandan Shen","raw_affiliation_strings":["Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, No. 20 Xisi Road, Jiangsu, 226001, China","Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, No. 20 Xisi Road, Jiangsu, 226001, China","institution_ids":["https://openalex.org/I199305430","https://openalex.org/I4210086801"]},{"raw_affiliation_string":"Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China","institution_ids":["https://openalex.org/I4210112065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027415109","display_name":"Yin Wang","orcid":"https://orcid.org/0000-0002-4749-3768"},"institutions":[{"id":"https://openalex.org/I4210112065","display_name":"Eye & ENT Hospital of Fudan University","ror":"https://ror.org/02wc1yz29","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210112065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yin Wang","raw_affiliation_strings":["Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China","institution_ids":["https://openalex.org/I4210112065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016588486","display_name":"Jiawei Kuang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112065","display_name":"Eye & ENT Hospital of Fudan University","ror":"https://ror.org/02wc1yz29","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210112065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Kuang","raw_affiliation_strings":["Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China","institution_ids":["https://openalex.org/I4210112065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032940455","display_name":"Zuohua Tang","orcid":"https://orcid.org/0000-0003-4687-5905"},"institutions":[{"id":"https://openalex.org/I4210112065","display_name":"Eye & ENT Hospital of Fudan University","ror":"https://ror.org/02wc1yz29","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210112065"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zuohua Tang","raw_affiliation_strings":["Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China. tzh518sunny@163.com","Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China. tzh518sunny@163.com","institution_ids":["https://openalex.org/I4210112065"]},{"raw_affiliation_string":"Department of Radiology, Eye & ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China","institution_ids":["https://openalex.org/I4210112065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5032940455"],"corresponding_institution_ids":["https://openalex.org/I4210112065"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":2.1079,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.88733581,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"487","last_page":"487"},"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":0.5419999957084656,"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":0.5419999957084656,"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/T11669","display_name":"Head and Neck Surgical Oncology","score":0.16500000655651093,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10984","display_name":"Sinusitis and nasal conditions","score":0.05570000037550926,"subfield":{"id":"https://openalex.org/subfields/2733","display_name":"Otorhinolaryngology"},"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/radical-surgery","display_name":"Radical surgery","score":0.6015999913215637},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.2824000120162964},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.26460000872612},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.259799987077713}],"concepts":[{"id":"https://openalex.org/C2776874909","wikidata":"https://www.wikidata.org/wiki/Q7280497","display_name":"Radical surgery","level":3,"score":0.6015999913215637},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5965999960899353},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.3921000063419342},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3264999985694885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2858000099658966},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.26460000872612},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.259799987077713},{"id":"https://openalex.org/C61434518","wikidata":"https://www.wikidata.org/wiki/Q932510","display_name":"General surgery","level":1,"score":0.2565000057220459},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.2304999977350235}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009364","descriptor_name":"Neoplasm Recurrence, Local","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009364","descriptor_name":"Neoplasm Recurrence, Local","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009364","descriptor_name":"Neoplasm Recurrence, Local","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009364","descriptor_name":"Neoplasm Recurrence, Local","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D010255","descriptor_name":"Paranasal Sinus Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1186/s12880-025-02022-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-02022-3","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02022-3.pdf","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:41291508","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41291508","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:c75f2c808aec455d8ebe2816cdf2f3bd","is_oa":true,"landing_page_url":"https://doaj.org/article/c75f2c808aec455d8ebe2816cdf2f3bd","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":"BMC Medical Imaging, Vol 25, Iss 1, Pp 1-14 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-025-02022-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-02022-3","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02022-3.pdf","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320317789","display_name":"Shanghai Municipal Health Commission","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416626108.pdf","grobid_xml":"https://content.openalex.org/works/W4416626108.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2001273535","https://openalex.org/W2080193946","https://openalex.org/W2762950827","https://openalex.org/W2763355946","https://openalex.org/W2791404959","https://openalex.org/W2898559532","https://openalex.org/W2913962772","https://openalex.org/W2924459353","https://openalex.org/W2952182451","https://openalex.org/W2963706297","https://openalex.org/W2968988867","https://openalex.org/W3007394271","https://openalex.org/W3070527583","https://openalex.org/W3199542263","https://openalex.org/W3199715916","https://openalex.org/W4206255786","https://openalex.org/W4210859157","https://openalex.org/W4280649913","https://openalex.org/W4324134763","https://openalex.org/W4368342591","https://openalex.org/W4376104964","https://openalex.org/W4386609946","https://openalex.org/W4388399223","https://openalex.org/W4390928581","https://openalex.org/W4391531653","https://openalex.org/W4399652346","https://openalex.org/W4402026066","https://openalex.org/W4406199868"],"related_works":[],"abstract_inverted_index":{"BACKGROUND:":[0],"To":[1],"construct":[2],"and":[3,14,67,90,96,164,171,197,225],"validate":[4],"an":[5,68,185,214,247,276],"optimal":[6,119,175],"machine":[7],"learning":[8],"(ML)-based":[9],"clinical-radiomics":[10,92,120,145,249],"model":[11,121,183,196,224,233,250,269],"integrating":[12],"clinical":[13,195,223],"radiomics":[15,201,229],"features":[16,80,125,151],"for":[17,193,199,221,227,255],"predicting":[18,256],"recurrence":[19,141,257],"risk":[20,258],"within":[21],"2":[22],"years":[23],"after":[24,134,259],"radical":[25,135,260],"surgery":[26,261],"in":[27,189,207,262,284],"patients":[28,44,138],"with":[29,45,102,148],"sinonasal":[30],"squamous":[31],"cell":[32],"carcinoma":[33],"(SNSCC).":[34],"METHODS:":[35],"This":[36,203],"retrospective":[37],"study":[38,245],"included":[39],"a":[40,57],"total":[41],"of":[42,187,216],"207":[43],"pathologically":[46],"confirmed":[47],"SNSCC":[48,285],"who":[49],"underwent":[50],"preoperative":[51],"MRI.":[52],"Patients":[53],"were":[54,81,94],"divided":[55],"into":[56],"training":[58,180],"cohort":[59,71],"(n":[60,72],"=":[61,73],"151)":[62],"from":[63,75,83],"the":[64,76,103,106,131,179,182,194,200,208,222,228,236,271],"headquarter":[65],"hospital":[66],"independent":[69],"testing":[70,209],"56)":[74],"branch":[77],"hospital.":[78],"Radiomics":[79],"acquired":[82],"diffusion-weighted":[84],"imaging":[85],"(DWI)":[86],"sequences.":[87],"Clinical,":[88],"radiomics,":[89],"combined":[91,232],"models":[93,238],"constructed":[95],"validated":[97],"using":[98,167],"various":[99],"ML":[100],"algorithms,":[101],"areas":[104],"under":[105],"receiver":[107],"operating":[108],"characteristic":[109],"curves":[110],"(AUCs)":[111],"computed":[112],"to":[113,191,219,273],"evaluate":[114],"their":[115],"classification":[116],"performance.":[117,177],"The":[118,144,231,243],"that":[122,251],"integrates":[123],"multimodal":[124],"was":[126,205],"subsequently":[127],"identified.":[128],"RESULTS:":[129],"During":[130],"two-year":[132],"period":[133],"surgery,":[136],"93":[137],"(44.9%)":[139],"experienced":[140],"at":[142],"follow-up.":[143],"model,":[146],"developed":[147,246],"seven":[149],"predictive":[150],"(Range,":[152],"surgical":[153],"margin":[154],"status,":[155],"Kurtosis,":[156],"T4":[157],"stage,":[158],"Idn,":[159],"Robust":[160],"Mean":[161],"Absolute":[162],"Deviation,":[163],"Ki-67":[165],"levels)":[166],"ANOVA":[168],"feature":[169],"selection":[170],"LDA":[172],"classifier,":[173],"achieved":[174,184,213],"discriminative":[176],"In":[178],"cohort,":[181,210],"AUC":[186,215],"0.85,":[188],"contrast":[190],"0.76":[192],"0.79":[198],"model.":[202,230],"superiority":[204],"maintained":[206],"where":[211],"it":[212],"0.83,":[217],"compared":[218],"0.71":[220],"0.77":[226],"consistently":[234],"outperformed":[235],"standalone":[237],"across":[239],"both":[240],"cohorts.":[241],"CONCLUSIONS:":[242],"present":[244],"ML-based":[248],"exhibited":[252],"promising":[253],"performance":[254],"SNSCC.":[263],"Given":[264],"its":[265],"preliminary":[266],"nature,":[267],"this":[268],"has":[270],"potential":[272],"serve":[274],"as":[275],"intelligent":[277],"decision":[278],"support":[279],"tool,":[280],"advancing":[281],"precision":[282],"medicine":[283],"management.":[286]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-11-25T00:00:00"}
