{"id":"https://openalex.org/W4213133107","doi":"https://doi.org/10.1117/12.2612998","title":"Prediction of TNM stage in head and neck cancer using hybrid machine learning systems and radiomics features","display_name":"Prediction of TNM stage in head and neck cancer using hybrid machine learning systems and radiomics features","publication_year":2022,"publication_date":"2022-02-18","ids":{"openalex":"https://openalex.org/W4213133107","doi":"https://doi.org/10.1117/12.2612998"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2612998","pdf_url":null,"source":{"id":"https://openalex.org/S4306519508","display_name":"Medical Imaging 2018: Computer-Aided Diagnosis","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085310894","display_name":"Mohammadreza Salmanpour","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammadreza Salmanpour","raw_affiliation_strings":["BC Cancer Research Institute (Canada)","Technological Virtual Collaboration Co. (Canada)","The Univ. of British Columbia (Canada)"],"affiliations":[{"raw_affiliation_string":"BC Cancer Research Institute (Canada)","institution_ids":[]},{"raw_affiliation_string":"The Univ. of British Columbia (Canada)","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078179093","display_name":"Mahdi Hosseinzadeh","orcid":"https://orcid.org/0000-0002-3255-3473"},"institutions":[{"id":"https://openalex.org/I1516879","display_name":"Tarbiat Modares University","ror":"https://ror.org/03mwgfy56","country_code":"IR","type":"education","lineage":["https://openalex.org/I1516879"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mahdi Hosseinzadeh","raw_affiliation_strings":["Tarbiat Modares Univ. (Iran, Islamic Republic of)","Technological Virtual Collaboration Co. (Canada)"],"affiliations":[{"raw_affiliation_string":"Tarbiat Modares Univ. (Iran, Islamic Republic of)","institution_ids":["https://openalex.org/I1516879"]},{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035342862","display_name":"Azizeh Akbari","orcid":"https://orcid.org/0009-0004-8591-0253"},"institutions":[{"id":"https://openalex.org/I40734275","display_name":"Hakim Sabzevari University","ror":"https://ror.org/00zyh6d22","country_code":"IR","type":"education","lineage":["https://openalex.org/I40734275"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Azizeh Akbari","raw_affiliation_strings":["Hakim Sabzevari Univ. (Iran, Islamic Republic of)","Technological Virtual Collaboration Co. (Canada)"],"affiliations":[{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]},{"raw_affiliation_string":"Hakim Sabzevari Univ. (Iran, Islamic Republic of)","institution_ids":["https://openalex.org/I40734275"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082351245","display_name":"Kasra Borazjani","orcid":"https://orcid.org/0009-0006-4112-0991"},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Kasra Borazjani","raw_affiliation_strings":["Technological Virtual Collaboration Co. (Canada)","Univ. of Tehran (Iran, Islamic Republic of)"],"affiliations":[{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]},{"raw_affiliation_string":"Univ. of Tehran (Iran, Islamic Republic of)","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043272019","display_name":"Kasra Mojallal","orcid":null},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Kasra Mojallal","raw_affiliation_strings":["Amirkabir Univ. of Technology (Iran, Islamic Republic of)","Technological Virtual Collaboration Co. (Canada)"],"affiliations":[{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]},{"raw_affiliation_string":"Amirkabir Univ. of Technology (Iran, Islamic Republic of)","institution_ids":["https://openalex.org/I158248296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018450250","display_name":"Dariush Askari","orcid":"https://orcid.org/0000-0003-4031-2589"},"institutions":[{"id":"https://openalex.org/I58048189","display_name":"Shahid Beheshti University of Medical Sciences","ror":"https://ror.org/034m2b326","country_code":"IR","type":"education","lineage":["https://openalex.org/I58048189"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Dariush Askari","raw_affiliation_strings":["Shahid Beheshti Univ. of Medical Sciences (Iran, Islamic Republic of)","Technological Virtual Collaboration Co. (Canada)"],"affiliations":[{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]},{"raw_affiliation_string":"Shahid Beheshti Univ. of Medical Sciences (Iran, Islamic Republic of)","institution_ids":["https://openalex.org/I58048189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049491814","display_name":"Ghasem Hajianfar","orcid":"https://orcid.org/0000-0001-5359-2407"},"institutions":[{"id":"https://openalex.org/I4210157063","display_name":"Shaheed Rajaei Cardiovascular Medical and Research Center","ror":"https://ror.org/054zftm42","country_code":"IR","type":"healthcare","lineage":["https://openalex.org/I4210157063"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ghasem Hajianfar","raw_affiliation_strings":["Shaheed Rajaie Cardiovascular, Medical & Research Ctr. (Iran, Islamic Republic of)","Technological Virtual Collaboration Co. (Canada)"],"affiliations":[{"raw_affiliation_string":"Shaheed Rajaie Cardiovascular, Medical & Research Ctr. (Iran, Islamic Republic of)","institution_ids":["https://openalex.org/I4210157063"]},{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035036190","display_name":"Seyed Masoud Rezaeijo","orcid":"https://orcid.org/0000-0002-4525-0025"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Seyed Masoud Rezaeijo","raw_affiliation_strings":["The Univ. of British Columbia (Canada)"],"affiliations":[{"raw_affiliation_string":"The Univ. of British Columbia (Canada)","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086300779","display_name":"Mohammad Mehdi Ghaemi","orcid":"https://orcid.org/0000-0001-6427-2740"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammad M. Ghaemi","raw_affiliation_strings":["Technological Virtual Collaboration Co. (Canada)","The Univ. of British Columbia (Canada)"],"affiliations":[{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]},{"raw_affiliation_string":"The Univ. of British Columbia (Canada)","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002247621","display_name":"Amir Hossein Nabizadeh","orcid":"https://orcid.org/0000-0003-2613-216X"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Amir Hossein Nabizadeh","raw_affiliation_strings":["BC Cancer Research Institute (Canada)","Technological Virtual Collaboration Co. (Canada)","The Univ. of British Columbia (Canada)"],"affiliations":[{"raw_affiliation_string":"The Univ. of British Columbia (Canada)","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"BC Cancer Research Institute (Canada)","institution_ids":[]},{"raw_affiliation_string":"Technological Virtual Collaboration Co. (Canada)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021438906","display_name":"Arman Rahmim","orcid":"https://orcid.org/0000-0002-9980-2403"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Arman Rahmim","raw_affiliation_strings":["BC Cancer Research Institute (Canada)","The Univ. of British Columbia (Canada)"],"affiliations":[{"raw_affiliation_string":"BC Cancer Research Institute (Canada)","institution_ids":[]},{"raw_affiliation_string":"The Univ. of British Columbia (Canada)","institution_ids":["https://openalex.org/I141945490"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.797,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.707371,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":90},"biblio":{"volume":null,"issue":null,"first_page":"114","last_page":"114"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":1.0,"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":1.0,"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":0.9972,"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.984,"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":[],"concepts":[{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.795393},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.72082925},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.671057},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6681374},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.66691804},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.55617124},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5073709},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.50056267},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.47875446},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39401263}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2612998","pdf_url":null,"source":{"id":"https://openalex.org/S4306519508","display_name":"Medical Imaging 2018: Computer-Aided Diagnosis","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life on land","id":"https://metadata.un.org/sdg/15","score":0.47}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":17,"referenced_works":["https://openalex.org/W1998512120","https://openalex.org/W2174661749","https://openalex.org/W2288651793","https://openalex.org/W2417609191","https://openalex.org/W2502134830","https://openalex.org/W2579941249","https://openalex.org/W2594522777","https://openalex.org/W2974710849","https://openalex.org/W3047143964","https://openalex.org/W3137373197","https://openalex.org/W3157400911","https://openalex.org/W3186941275","https://openalex.org/W3186962463","https://openalex.org/W4200179413","https://openalex.org/W4212814938","https://openalex.org/W4234870428","https://openalex.org/W4251522022"],"related_works":["https://openalex.org/W4388745254","https://openalex.org/W4205100762","https://openalex.org/W3127798246","https://openalex.org/W3000891326","https://openalex.org/W2980082554","https://openalex.org/W2889302474","https://openalex.org/W2767419625","https://openalex.org/W2734724112","https://openalex.org/W2389704471","https://openalex.org/W1517228774"],"abstract_inverted_index":{"The":[0],"tumor,":[1],"node,":[2],"metastasis":[3],"(TNM)":[4],"staging":[5,38],"system":[6],"enables":[7],"clinicians":[8],"to":[9,21,35,74,158,168,181,200],"describe":[10],"the":[11,24,59,102,201,284],"spread":[12],"of":[13,26,145,172,187,203,208,238,286,293],"head-and-necksquamous-cell-carcinoma":[14],"(HNSCC)":[15],"cancer":[16,41],"in":[17,66,257,279,295],"a":[18,67],"specific":[19],"manner":[20],"assist":[22],"with":[23,125,132,155,165,267],"assessment":[25],"disease":[27],"status,":[28],"prognosis,":[29],"and":[30,48,77,86,136,225,270,288],"management.":[31],"This":[32],"study":[33],"aims":[34],"predict":[36],"TNM":[37,281,294],"for":[39,212,229],"HNSCC":[40,98],"via":[42,104,178],"Hybrid":[43],"Machine":[44],"Learning":[45],"Systems":[46],"(HMLSs)":[47],"radiomics":[49,93,108],"features.":[50],"In":[51],"our":[52,105,193],"study,":[53],"408":[54],"patients":[55],"were":[56,72,95,151],"included":[57,65],"from":[58,97],"Cancer":[60],"Imaging":[61],"Archive":[62],"(TCIA)":[63],"database,":[64],"multi-center":[68],"setting.":[69],"PET":[70,179,230,268,287],"images":[71],"registered":[73],"CT,":[75],"enhanced,":[76],"cropped.":[78],"We":[79,110,161,205,260],"created":[80],"9":[81,119],"sets":[82],"including":[83,114],"CT-only,":[84],"PET-only,":[85],"7":[87],"PET-CT":[88,271],"fusion":[89,272],"sets.":[90],"Next,":[91],"215":[92],"features":[94,167],"extracted":[96],"tumor":[99],"segmented":[100],"by":[101,129,143,153],"physician":[103],"standardized":[106],"SERA":[107],"package.":[109],"employed":[111,197],"multiple":[112],"HMLSs,":[113,249],"16":[115],"feature-extraction":[116],"(FEA)":[117],"+":[118,216,221,231,234],"feature":[120],"selection":[121,137],"algorithms":[122],"(FSA)":[123,220,233],"linked":[124,266],"8":[126],"classifiers":[127,169,263],"optimized":[128],"grid-search":[130],"approach,":[131],"model":[133,147],"training,":[134],"fine-tuning,":[135],"(5-fold":[138],"cross-validation;":[139],"319":[140],"patients),":[141],"followed":[142],"external-testing":[144],"selected":[146],"(89":[148],"patients).":[149],"Datasets":[150],"normalized":[152],"z-score-technique,":[154],"accuracy":[156,171,207,278],"reported":[157],"compare":[159],"models.":[160],"first":[162],"applied":[163,180,250],"datasets":[164],"all":[166],"only;":[170],"0.69":[173],"\u00b1":[174,210,227],"0.06":[175],"was":[176],"achieved":[177,206],"Random":[182],"Forest":[183],"classifier":[184],"(RFC);":[185],"performance":[186],"external":[188,239],"testing":[189,240],"(~":[190],"0.62)":[191],"confirmed":[192,245],"finding.":[194],"Subsequently,":[195],"we":[196],"FSAs/FEAs":[198],"prior":[199],"application":[202],"classifiers.":[204],"0.70":[209,226],"0.03":[211],"Curvelet":[213],"transform":[214],"(fusion)":[215],"Correlation-based":[217],"Feature":[218],"Selection":[219],"K-Nearest":[222],"Neighbor":[223],"(classifier),":[224],"0.05":[228],"LASSO":[232],"RFC":[235,289],"(classifier).":[236],"Accuracy":[237],"(0.65":[241],"&":[242],"0.64)":[243],"also":[244,255],"these":[246],"findings.":[247],"Other":[248],"on":[251],"some":[252],"fused":[253],"datasets,":[254],"resulted":[256],"close":[258],"performances.":[259],"demonstrate":[261],"that":[262],"or":[264],"HMLSs":[265],"only":[269],"techniques":[273],"enabled":[274,290],"relatively":[275],"low":[276],"improved":[277],"predicting":[280],"stage.":[282],"Meanwhile,":[283],"combination":[285],"good":[291],"prediction":[292],"HNSCC.":[296]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4213133107","counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5}],"updated_date":"2024-12-29T06:23:26.383611","created_date":"2022-02-24"}