{"id":"https://openalex.org/W4387157405","doi":"https://doi.org/10.1186/s12911-023-02266-5","title":"Machine learning prediction models for different stages of non-small cell lung cancer based on tongue and tumor marker: a pilot study","display_name":"Machine learning prediction models for different stages of non-small cell lung cancer based on tongue and tumor marker: a pilot study","publication_year":2023,"publication_date":"2023-09-29","ids":{"openalex":"https://openalex.org/W4387157405","doi":"https://doi.org/10.1186/s12911-023-02266-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/37773123"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-023-02266-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02266-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02266-5","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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 Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02266-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030208372","display_name":"Yulin Shi","orcid":"https://orcid.org/0000-0001-9723-7407"},"institutions":[{"id":"https://openalex.org/I4210146201","display_name":"Office of International Affairs","ror":"https://ror.org/05ek3m339","country_code":"US","type":"government","lineage":["https://openalex.org/I1330989302","https://openalex.org/I4210146201"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yulin Shi","raw_affiliation_strings":["The Office of Academic Affairs, Shanghai, 201203, China","The Office of Academic Affairs, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Office of Academic Affairs, Shanghai, 201203, China","institution_ids":["https://openalex.org/I4210146201"]},{"raw_affiliation_string":"The Office of Academic Affairs, Shanghai, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111287762","display_name":"Hao Wang","orcid":"https://orcid.org/0009-0000-9468-2759"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wang","raw_affiliation_strings":["College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","institution_ids":["https://openalex.org/I4210098460"]},{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210098460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079984286","display_name":"Xinghua Yao","orcid":"https://orcid.org/0000-0002-2852-0847"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinghua Yao","raw_affiliation_strings":["College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","institution_ids":["https://openalex.org/I4210098460"]},{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210098460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100362041","display_name":"Jun Li","orcid":"https://orcid.org/0000-0003-1613-9448"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Li","raw_affiliation_strings":["College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","institution_ids":["https://openalex.org/I4210098460"]},{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210098460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100370760","display_name":"Jiayi Liu","orcid":"https://orcid.org/0000-0001-6432-0124"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Liu","raw_affiliation_strings":["College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China","institution_ids":["https://openalex.org/I4210098460"]},{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210098460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400889","display_name":"Yuan Chen","orcid":"https://orcid.org/0000-0002-0336-1325"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]},{"id":"https://openalex.org/I4210101984","display_name":"Longhua Hospital Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/016yezh07","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210101984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Chen","raw_affiliation_strings":["Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China","Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China","institution_ids":["https://openalex.org/I4210101984","https://openalex.org/I4210098460"]},{"raw_affiliation_string":"Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210101984","https://openalex.org/I4210098460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034141951","display_name":"Lingshuang Liu","orcid":"https://orcid.org/0000-0003-3699-9031"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]},{"id":"https://openalex.org/I4210101984","display_name":"Longhua Hospital Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/016yezh07","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210101984"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lingshuang Liu","raw_affiliation_strings":["Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China. liuls107@163.com","Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China. liuls107@163.com","institution_ids":["https://openalex.org/I4210101984","https://openalex.org/I4210098460"]},{"raw_affiliation_string":"Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210101984","https://openalex.org/I4210098460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053804373","display_name":"Jiatuo Xu","orcid":"https://orcid.org/0000-0002-3498-2132"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiatuo Xu","raw_affiliation_strings":["College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China. xjt@fudan.edu.cn","College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China. xjt@fudan.edu.cn","institution_ids":["https://openalex.org/I4210098460"]},{"raw_affiliation_string":"College of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210098460"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034141951","https://openalex.org/A5053804373"],"corresponding_institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210101984"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.6979,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.8991466,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"23","issue":"1","first_page":"197","last_page":"197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.8475000262260437,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.8475000262260437,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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/T11452","display_name":"Oral Health Pathology and Treatment","score":0.025499999523162842,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11521","display_name":"Salivary Gland Disorders and Functions","score":0.024000000208616257,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/tongue","display_name":"Tongue","score":0.7806889414787292},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.7404944896697998},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.7331607341766357},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6485809087753296},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6485104560852051},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6097730994224548},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.608289361000061},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5334283113479614},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.45916351675987244},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4576522409915924},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.42772817611694336},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37447431683540344},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.36030393838882446},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33931753039360046},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.27944082021713257},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.19984197616577148},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14619669318199158}],"concepts":[{"id":"https://openalex.org/C2779744641","wikidata":"https://www.wikidata.org/wiki/Q9614","display_name":"Tongue","level":2,"score":0.7806889414787292},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.7404944896697998},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7331607341766357},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6485809087753296},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6485104560852051},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6097730994224548},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.608289361000061},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5334283113479614},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.45916351675987244},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4576522409915924},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.42772817611694336},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37447431683540344},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.36030393838882446},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33931753039360046},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.27944082021713257},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.19984197616577148},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14619669318199158},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"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":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":"Q000473","qualifier_name":"pathology","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":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"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":"D014059","descriptor_name":"Tongue","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D014059","descriptor_name":"Tongue","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D014059","descriptor_name":"Tongue","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-023-02266-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02266-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02266-5","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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 Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:37773123","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37773123","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 informatics and decision making","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10542664","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10542664","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10542664/pdf/12911_2023_Article_2266.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 Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:eaa85d33c05149fa951ad251852fea22","is_oa":true,"landing_page_url":"https://doaj.org/article/eaa85d33c05149fa951ad251852fea22","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 Informatics and Decision Making, Vol 23, Iss 1, Pp 1-14 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12911-023-02266-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-023-02266-5","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-023-02266-5","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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 Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1397835309","display_name":null,"funder_award_id":"2017YFC1703301","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G1856564683","display_name":null,"funder_award_id":"2021LK029","funder_id":"https://openalex.org/F4320321881","funder_display_name":"Shanghai Municipal Education Commission"},{"id":"https://openalex.org/G2238613603","display_name":null,"funder_award_id":"81873235","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3896604490","display_name":null,"funder_award_id":"2021LK029","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8184671479","display_name":null,"funder_award_id":"2017YFC1703301","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320317789","display_name":"Shanghai Municipal Health Commission","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321881","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387157405.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1989882237","https://openalex.org/W2108202680","https://openalex.org/W2146236962","https://openalex.org/W2289295511","https://openalex.org/W2361561891","https://openalex.org/W2587125658","https://openalex.org/W2619421899","https://openalex.org/W2634012309","https://openalex.org/W2786524046","https://openalex.org/W2904171556","https://openalex.org/W2907339301","https://openalex.org/W2913190265","https://openalex.org/W2915804716","https://openalex.org/W2946187291","https://openalex.org/W2968692091","https://openalex.org/W3015284486","https://openalex.org/W3016888800","https://openalex.org/W3033478224","https://openalex.org/W3043569402","https://openalex.org/W3049390729","https://openalex.org/W3128129546","https://openalex.org/W3128646645","https://openalex.org/W3130360382","https://openalex.org/W3133882879","https://openalex.org/W3178148367","https://openalex.org/W4210868210","https://openalex.org/W4226156883","https://openalex.org/W6640402040"],"related_works":["https://openalex.org/W4200112873","https://openalex.org/W2955796858","https://openalex.org/W4224941037","https://openalex.org/W4367336074","https://openalex.org/W4379620016","https://openalex.org/W3154045278","https://openalex.org/W3210764983","https://openalex.org/W4367335949","https://openalex.org/W3089416646","https://openalex.org/W2004826645"],"abstract_inverted_index":{"OBJECTIVE:":[0],"To":[1],"analyze":[2],"the":[3,14,24,62,71,129,136,140,159,164,178,203,231,273,291,303,322,346],"tongue":[4,17,37,63,67,74,114,126,149,207,252,262,281,333],"feature":[5,18,38,75,115,127,150,208,253,263],"of":[6,26,82,110,142,189,206,257,294,326,329],"NSCLC":[7,31,49,56,111,133,138,161,261,295,330],"at":[8,32],"different":[9,33,80,108,187,255,292,327],"stages,":[10],"as":[11,13],"well":[12],"correlation":[15,72],"between":[16,73,128,148,254],"and":[19,22,39,54,69,76,98,116,131,151,163,174,195,209,212,225,230,240,283,315],"tumor":[20,40,77,117,152,210,269,284,313],"marker,":[21],"investigate":[23],"feasibility":[25],"establishing":[27],"prediction":[28,105],"models":[29,106,185],"for":[30,107,202],"stages":[34,81,109,188,256,293,328],"based":[35,112,311,340],"on":[36,113,312,341],"marker.":[41,118,270],"METHODS:":[42],"Tongue":[43],"images":[44,64],"were":[45,101,121,166,218,233,247],"collected":[46],"from":[47],"non-advanced":[48,130,160],"patients":[50,57],"(n":[51,58],"=":[52,59],"109)":[53],"advanced":[55,132,137,260],"110),":[60],"analyzed":[61,70],"to":[65,103,272,289,302],"obtain":[66],"feature,":[68,282],"marker":[78,153,211,285,314],"in":[79,125,158,184,251,296,345],"NSCLC.":[83,190],"On":[84],"this":[85,297],"basis,":[86],"six":[87],"classifiers,":[88],"decision":[89,172],"tree,":[90,173],"logistic":[91,175,304],"regression,":[92],"SVM,":[93],"random":[94,193],"forest,":[95],"naive":[96,196],"bayes,":[97],"neural":[99],"network,":[100,192],"used":[102,288],"establish":[104],"RESULTS:":[119],"There":[120,246],"statistically":[122,145,248],"significant":[123,146,249],"differences":[124,250],"groups.":[134],"In":[135,300],"group,":[139,162],"number":[141],"indexes":[143],"with":[144,186,259,268],"correlations":[147,165],"was":[154],"significantly":[155],"higher":[156],"than":[157],"stronger.":[167],"Support":[168],"Vector":[169],"Machine":[170],"(SVM),":[171],"regression":[176,305],"among":[177],"machine":[179,308],"learning":[180,309],"methods":[181],"performed":[182],"poorly":[183],"Neural":[191],"forest":[194],"bayes":[197],"had":[198],"better":[199],"classification":[200,216],"efficiency":[201,325],"data":[204,277,317],"set":[205],"baseline.":[213],"The":[214],"models'":[215],"accuracies":[217],"0.767":[219],"\u00b1":[220,223,227,235,238,242],"0.081,":[221],"0.718":[222],"0.062,":[224],"0.688":[226],"0.070,":[228],"respectively,":[229],"AUCs":[232],"0.793":[234],"0.086,":[236],"0.779":[237],"0.075,":[239],"0.771":[241],"0.072,":[243],"respectively.":[244],"CONCLUSIONS:":[245],"NSCLC,":[258],"being":[264],"more":[265],"closely":[266],"correlated":[267],"Due":[271],"limited":[274],"information,":[275],"single":[276],"sources":[278],"including":[279],"baseline,":[280],"cannot":[286],"be":[287],"identify":[290],"pilot":[298],"study.":[299],"addition":[301],"method,":[306],"other":[307],"methods,":[310],"baseline":[316],"sets,":[318],"can":[319],"effectively":[320],"improve":[321],"differential":[323],"diagnosis":[324],"by":[331],"adding":[332],"image":[334],"data,":[335],"which":[336],"requires":[337],"further":[338],"verification":[339],"large":[342],"sample":[343],"studies":[344],"future.":[347]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
