{"id":"https://openalex.org/W1825925264","doi":"https://doi.org/10.1186/s12911-015-0165-3","title":"Predicting postoperative complications of head and neck squamous cell carcinoma in elderly patients using random forest algorithm model","display_name":"Predicting postoperative complications of head and neck squamous cell carcinoma in elderly patients using random forest algorithm model","publication_year":2015,"publication_date":"2015-06-08","ids":{"openalex":"https://openalex.org/W1825925264","doi":"https://doi.org/10.1186/s12911-015-0165-3","mag":"1825925264","pmid":"https://pubmed.ncbi.nlm.nih.gov/26054335"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-015-0165-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-015-0165-3","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-015-0165-3","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/s12911-015-0165-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103191703","display_name":"Yiming Chen","orcid":"https://orcid.org/0009-0009-2226-5820"},"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":"YiMing Chen","raw_affiliation_strings":["Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210097066","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016146359","display_name":"Wei Cao","orcid":"https://orcid.org/0000-0003-2184-9380"},"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":"Wei Cao","raw_affiliation_strings":["Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210097066","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008754998","display_name":"XianChao Gao","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":"XianChao Gao","raw_affiliation_strings":["Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210097066","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103751348","display_name":"Huishan Ong","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":"HuiShan Ong","raw_affiliation_strings":["Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210097066","https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013374244","display_name":"Tong Ji","orcid":"https://orcid.org/0000-0002-5119-0305"},"institutions":[{"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/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Ji","raw_affiliation_strings":["Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China. 781368531@qq.com","Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China. 781368531@qq.com","institution_ids":[]},{"raw_affiliation_string":"Department of Oral Maxillofacial-Head Neck Oncology, Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, 639 Zhizaoju Road, Shanghai, 200011, China","institution_ids":["https://openalex.org/I4210097066","https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103191703"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210097066"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":0.4858,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.63811619,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"15","issue":"1","first_page":"44","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10307","display_name":"Head and Neck Cancer Studies","score":0.8683000206947327,"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"}},"topics":[{"id":"https://openalex.org/T10307","display_name":"Head and Neck Cancer Studies","score":0.8683000206947327,"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/T10863","display_name":"Voice and Speech Disorders","score":0.018200000748038292,"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"}},{"id":"https://openalex.org/T13324","display_name":"Scientific and Engineering Research Topics","score":0.00839999970048666,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.8372863531112671},{"id":"https://openalex.org/keywords/head-and-neck-squamous-cell-carcinoma","display_name":"Head and neck squamous-cell carcinoma","score":0.6510613560676575},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6462337374687195},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6151115298271179},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.45461875200271606},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.43597352504730225},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4172385632991791},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3797617554664612},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3184868097305298},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2741276025772095},{"id":"https://openalex.org/keywords/head-and-neck-cancer","display_name":"Head and neck cancer","score":0.26909202337265015},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.14835995435714722}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.8372863531112671},{"id":"https://openalex.org/C2776833033","wikidata":"https://www.wikidata.org/wiki/Q1783924","display_name":"Head and neck squamous-cell carcinoma","level":4,"score":0.6510613560676575},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6462337374687195},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6151115298271179},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.45461875200271606},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.43597352504730225},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4172385632991791},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3797617554664612},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3184868097305298},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2741276025772095},{"id":"https://openalex.org/C2776530083","wikidata":"https://www.wikidata.org/wiki/Q1783924","display_name":"Head and neck cancer","level":3,"score":0.26909202337265015},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.14835995435714722}],"mesh":[{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077195","descriptor_name":"Squamous Cell Carcinoma of Head and Neck","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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D002294","descriptor_name":"Carcinoma, Squamous Cell","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":false},{"descriptor_ui":"D006258","descriptor_name":"Head and Neck Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","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":"D011183","descriptor_name":"Postoperative Complications","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011183","descriptor_name":"Postoperative Complications","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011183","descriptor_name":"Postoperative Complications","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1186/s12911-015-0165-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-015-0165-3","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-015-0165-3","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:26054335","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26054335","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:4459053","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4459053","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"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"}],"best_oa_location":{"id":"doi:10.1186/s12911-015-0165-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-015-0165-3","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-015-0165-3","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":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.7099999785423279}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322999","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1825925264.pdf","grobid_xml":"https://content.openalex.org/works/W1825925264.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1487014588","https://openalex.org/W1539299084","https://openalex.org/W1968768545","https://openalex.org/W1979152057","https://openalex.org/W2004416971","https://openalex.org/W2005362440","https://openalex.org/W2044351705","https://openalex.org/W2049462700","https://openalex.org/W2051319460","https://openalex.org/W2083634842","https://openalex.org/W2087926245","https://openalex.org/W2101730203","https://openalex.org/W2108729784","https://openalex.org/W2121360488","https://openalex.org/W2128955892","https://openalex.org/W2140190241","https://openalex.org/W2142827986","https://openalex.org/W2150577353","https://openalex.org/W2152609192","https://openalex.org/W2162717861","https://openalex.org/W2167955183","https://openalex.org/W2317607797","https://openalex.org/W2406213538","https://openalex.org/W2482543544","https://openalex.org/W2571546404","https://openalex.org/W2966207845","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4363647452","https://openalex.org/W4387465941","https://openalex.org/W4387327236","https://openalex.org/W2183488467","https://openalex.org/W4309907966","https://openalex.org/W2187490799","https://openalex.org/W1990237101","https://openalex.org/W4300172249","https://openalex.org/W3170838353","https://openalex.org/W2790141222"],"abstract_inverted_index":{"BACKGROUND:":[0],"Head":[1],"and":[2,23,44,57,69,99,164,178],"Neck":[3],"Squamous":[4],"Cell":[5],"Carcinoma":[6],"(HNSCC)":[7],"has":[8],"a":[9,38,130,197],"high":[10],"incidence":[11],"in":[12,52,83,113,129,224],"elderly":[13,202,225],"patients.":[14],"The":[15],"postoperative":[16,211,222],"complications":[17,223],"present":[18],"great":[19],"challenges":[20],"within":[21],"treatment":[22,70],"they're":[24],"hard":[25],"for":[26,201],"early":[27],"warning.":[28],"METHODS:":[29],"Data":[30,119,193],"from":[31,120],"525":[32],"patients":[33,122,203,226],"diagnosed":[34],"with":[35,127,150,204,227],"HNSCC":[36,128,205,228],"including":[37],"training":[39,85,131],"set":[40,48,132],"(n":[41,49],"=":[42,50],"513)":[43],"an":[45,114,171],"external":[46,115,172],"testing":[47,116,173],"12)":[51],"our":[53],"institution":[54],"between":[55],"2006":[56],"2011":[58],"was":[59,89,106,133],"collected.":[60],"Variables":[61],"involved":[62],"are":[63],"general":[64],"demographic":[65],"characteristics,":[66],"complications,":[67],"disease":[68],"given.":[71],"Five":[72,143],"data":[73,102],"mining":[74,103,194],"algorithms":[75],"were":[76,138,146,183],"firstly":[77],"exploited":[78],"to":[79,91,109,206],"construct":[80],"predictive":[81,144],"models":[82,98,145],"the":[84,93,100,111,148,155,160,165,175,179,187,208,216,231],"set.":[86,117],"Subsequently,":[87],"cross-validation":[88],"used":[90,200],"compare":[92],"different":[94],"performance":[95],"of":[96,210,218,221],"these":[97],"best":[101,161,166],"algorithm":[104,158,190,234],"model":[105,149],"then":[107],"selected":[108,139],"perform":[110],"prediction":[112,220],"RESULTS:":[118],"513":[121],"(age":[123],">":[124],"60":[125],"y)":[126],"included":[134],"while":[135],"44":[136,151],"variables":[137,152],"(P":[140],"<":[141],"0.05).":[142],"constructed;":[147],"based":[153],"on":[154],"Random":[156],"Forest":[157],"demonstrated":[159],"accuracy":[162,176],"(89.084%)":[163],"AUC":[167,180],"value":[168,181],"(0.949).":[169],"In":[170],"set,":[174],"(83.333%)":[177],"(0.781)":[182],"obtained":[184],"by":[185,229],"using":[186,230],"random":[188,232],"forest":[189,233],"model.":[191,235],"CONCLUSIONS:":[192],"should":[195],"be":[196],"promising":[198],"approach":[199],"predict":[207],"probability":[209],"complications.":[212],"Our":[213],"results":[214],"highlighted":[215],"potential":[217],"computational":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-30T09:04:40.226872","created_date":"2025-10-10T00:00:00"}
