{"id":"https://openalex.org/W4391531653","doi":"https://doi.org/10.1186/s12880-024-01210-x","title":"Machine learning-based MRI radiomics for assessing the level of tumor infiltrating lymphocytes in oral tongue squamous cell carcinoma: a pilot study","display_name":"Machine learning-based MRI radiomics for assessing the level of tumor infiltrating lymphocytes in oral tongue squamous cell carcinoma: a pilot study","publication_year":2024,"publication_date":"2024-02-05","ids":{"openalex":"https://openalex.org/W4391531653","doi":"https://doi.org/10.1186/s12880-024-01210-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/38317076"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-024-01210-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01210-x","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01210-x","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","license_id":"https://openalex.org/licenses/cc-by","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://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01210-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104547155","display_name":"Jiliang Ren","orcid":null},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiliang Ren","raw_affiliation_strings":["Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210097066"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054004724","display_name":"Gongxin Yang","orcid":null},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gongxin Yang","raw_affiliation_strings":["Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210097066"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060099123","display_name":"Yang Song","orcid":"https://orcid.org/0000-0001-7426-4496"},"institutions":[{"id":"https://openalex.org/I51629411","display_name":"Siemens (China)","ror":"https://ror.org/00v6g9845","country_code":"CN","type":"company","lineage":["https://openalex.org/I1325886976","https://openalex.org/I51629411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Song","raw_affiliation_strings":["MR Scientific Marketing, Siemens Healthineers Ltd, 200126, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MR Scientific Marketing, Siemens Healthineers Ltd, 200126, Shanghai, China","institution_ids":["https://openalex.org/I51629411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009710024","display_name":"Chunye Zhang","orcid":"https://orcid.org/0000-0003-2567-029X"},"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"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunye Zhang","raw_affiliation_strings":["Department of Oral Pathology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China. yezi1806@126.com","Department of Oral Pathology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral Pathology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China. yezi1806@126.com","institution_ids":["https://openalex.org/I4210097066"]},{"raw_affiliation_string":"Department of Oral Pathology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210097066"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019360674","display_name":"Ying Yuan","orcid":"https://orcid.org/0000-0003-3163-480X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Yuan","raw_affiliation_strings":["Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China. yuany83@163.com","Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China. yuany83@163.com","institution_ids":["https://openalex.org/I4210097066"]},{"raw_affiliation_string":"Department of Radiology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, No.639 Zhizaoju Road, 200010, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210097066"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009710024"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210097066"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":2.1403,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.86672501,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"24","issue":"1","first_page":"33","last_page":"33"},"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":0.9302999973297119,"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":0.9302999973297119,"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/T10307","display_name":"Head and Neck Cancer Studies","score":0.03310000151395798,"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"}},{"id":"https://openalex.org/T11297","display_name":"Ferroptosis and cancer prognosis","score":0.006000000052154064,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/logistic-regression","display_name":"Logistic regression","score":0.6045993566513062},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5929573178291321},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.5804741978645325},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5130923986434937},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.5070667266845703},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5006959438323975},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4615822434425354},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45469987392425537},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.36060887575149536},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.34942781925201416}],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6045993566513062},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5929573178291321},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5804741978645325},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5130923986434937},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.5070667266845703},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5006959438323975},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4615822434425354},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45469987392425537},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.36060887575149536},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.34942781925201416}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":"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":"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":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010865","descriptor_name":"Pilot Projects","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010865","descriptor_name":"Pilot Projects","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010865","descriptor_name":"Pilot Projects","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010865","descriptor_name":"Pilot Projects","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010865","descriptor_name":"Pilot Projects","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":"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":"D014062","descriptor_name":"Tongue Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014062","descriptor_name":"Tongue Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014062","descriptor_name":"Tongue Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014062","descriptor_name":"Tongue Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014062","descriptor_name":"Tongue Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016246","descriptor_name":"Lymphocytes, Tumor-Infiltrating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016246","descriptor_name":"Lymphocytes, Tumor-Infiltrating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016246","descriptor_name":"Lymphocytes, Tumor-Infiltrating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016246","descriptor_name":"Lymphocytes, Tumor-Infiltrating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016246","descriptor_name":"Lymphocytes, Tumor-Infiltrating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-024-01210-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01210-x","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01210-x","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:38317076","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38317076","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:pubmedcentral.nih.gov:10845803","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10845803","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10845803/pdf/12880_2024_Article_1210.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:aa6814b3c06e4a49843520b00266b27f","is_oa":true,"landing_page_url":"https://doaj.org/article/aa6814b3c06e4a49843520b00266b27f","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 24, Iss 1, Pp 1-9 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-024-01210-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01210-x","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01210-x","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391531653.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1964110340","https://openalex.org/W1966705856","https://openalex.org/W2009339716","https://openalex.org/W2017468211","https://openalex.org/W2068266600","https://openalex.org/W2117692326","https://openalex.org/W2126882378","https://openalex.org/W2128739912","https://openalex.org/W2148350973","https://openalex.org/W2555682166","https://openalex.org/W2617609587","https://openalex.org/W2726554069","https://openalex.org/W2744685612","https://openalex.org/W2883510430","https://openalex.org/W2884100356","https://openalex.org/W2962429110","https://openalex.org/W3004911394","https://openalex.org/W3015183021","https://openalex.org/W3017712284","https://openalex.org/W3084473655","https://openalex.org/W3093234744","https://openalex.org/W3128203021","https://openalex.org/W3160516156","https://openalex.org/W3179065985","https://openalex.org/W3190512343","https://openalex.org/W3195030159","https://openalex.org/W3216183342","https://openalex.org/W4205917292","https://openalex.org/W4213211286","https://openalex.org/W4296995956","https://openalex.org/W4306315472","https://openalex.org/W4311156482","https://openalex.org/W4362474290","https://openalex.org/W4387652367","https://openalex.org/W4387860324"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W4205100762","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W3127798246","https://openalex.org/W4367335965","https://openalex.org/W4385574838","https://openalex.org/W4367335937","https://openalex.org/W4308573183"],"abstract_inverted_index":{"BACKGROUND:":[0],"To":[1,78],"investigate":[2],"the":[3,54,59,107,135,138,143,150,154,162,171,174,211,238],"value":[4],"of":[5,56,64,137,165,178,186,218,223,240],"machine":[6,118],"learning":[7],"(ML)-based":[8],"magnetic":[9],"resonance":[10],"imaging":[11],"(MRI)":[12],"radiomics":[13,66,230],"in":[14,20,126,242],"assessing":[15],"tumor-infiltrating":[16],"lymphocyte":[17],"(TIL)":[18],"levels":[19,125],"patients":[21,34,192,243],"with":[22,35,40,45,157,193,215,244],"oral":[23],"tongue":[24],"squamous":[25],"cell":[26],"carcinoma":[27],"(OTSCC).":[28],"METHODS:":[29],"The":[30,91,202],"study":[31],"included":[32],"68":[33],"pathologically":[36],"diagnosed":[37],"OTSCC":[38],"(30":[39],"high":[41,196],"TILs":[42,197,241],"and":[43,73,86,115,128,181,195,220,228],"38":[44],"low":[46,194],"TILs)":[47],"who":[48],"underwent":[49],"pretreatment":[50],"MRI.":[51],"Based":[52,141],"on":[53,142],"regions":[55],"interest":[57],"encompassing":[58],"entire":[60],"tumor,":[61],"a":[62,158],"total":[63],"750":[65],"features":[67,94,144,176,209],"were":[68,89,95,120],"extracted":[69],"from":[70,97,146],"T2-weighted":[71],"(T2WI)":[72],"contrast-enhanced":[74],"T1-weighted":[75],"(ceT1WI)":[76],"imaging.":[77],"reduce":[79],"dimensionality,":[80],"reproducibility":[81],"analysis":[82,88],"by":[83],"two":[84,172],"radiologists":[85],"collinearity":[87],"performed.":[90],"top":[92],"six":[93],"selected":[96,145],"each":[98,147],"sequence":[99,148],"alone,":[100,149],"as":[101,103,233],"well":[102],"their":[104],"combination,":[105],"using":[106,207],"minimum-redundancy":[108],"maximum-relevance":[109],"algorithm.":[110],"Random":[111],"forest,":[112],"logistic":[113,203],"regression,":[114],"support":[116],"vector":[117],"models":[119,152],"used":[121],"to":[122,133],"predict":[123],"TIL":[124],"OTSCC,":[127],"10-fold":[129],"cross-validation":[130],"was":[131],"employed":[132],"assess":[134],"performance":[136],"classifiers.":[139],"RESULTS:":[140],"ceT1WI":[151,183,229],"outperformed":[153],"T2WI":[155,180,227],"models,":[156],"maximum":[159],"area":[160],"under":[161],"curve":[163],"(AUC)":[164],"0.820":[166],"versus":[167],"0.754.":[168],"When":[169],"combining":[170],"sequences,":[173],"optimal":[175],"consisted":[177],"one":[179],"five":[182],"features,":[184],"all":[185],"which":[187],"exhibited":[188],"significant":[189],"differences":[190],"between":[191],"(all":[198],"P":[199],"<":[200],"0.05).":[201],"regression":[204],"model":[205],"constructed":[206],"these":[208],"demonstrated":[210],"best":[212],"predictive":[213],"performance,":[214],"an":[216,221],"AUC":[217],"0.846":[219],"accuracy":[222],"80.9%.":[224],"CONCLUSIONS:":[225],"ML-based":[226],"can":[231],"serve":[232],"valuable":[234],"tools":[235],"for":[236],"determining":[237],"level":[239],"OTSCC.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
