{"id":"https://openalex.org/W3007657137","doi":"https://doi.org/10.1117/12.2560146","title":"Non-invasive prediction of lymph node risk in oral cavity cancer patients using a combination of supervised and unsupervised machine learning algorithms","display_name":"Non-invasive prediction of lymph node risk in oral cavity cancer patients using a combination of supervised and unsupervised machine learning algorithms","publication_year":2020,"publication_date":"2020-02-28","ids":{"openalex":"https://openalex.org/W3007657137","doi":"https://doi.org/10.1117/12.2560146","mag":"3007657137"},"language":"en","primary_location":{"id":"doi:10.1117/12.2560146","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2560146","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Biomedical Applications in Molecular, Structural, and Functional Imaging","raw_type":"proceedings-article"},"type":"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/A5003244094","display_name":"Alberto Traverso","orcid":"https://orcid.org/0000-0001-5934-3452"},"institutions":[{"id":"https://openalex.org/I4210161616","display_name":"Maastro Clinic","ror":"https://ror.org/059wkzj26","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210161616"]},{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA","NL"],"is_corresponding":true,"raw_author_name":"Alberto Traverso","raw_affiliation_strings":["MAASTRO Clinic (Netherlands)","Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"MAASTRO Clinic (Netherlands)","institution_ids":["https://openalex.org/I4210161616"]},{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5097444799","display_name":"Ali Hosni-Abdalaty","orcid":null},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ali Hosni-Abdalaty","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109602424","display_name":"M. Hasan","orcid":null},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammad Hasan","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081114674","display_name":"Tony Tadic","orcid":"https://orcid.org/0000-0001-7797-2893"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tony Tadic","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043371954","display_name":"Tirth Patel","orcid":"https://orcid.org/0000-0002-3628-2367"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tirth Patel","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029081272","display_name":"Meredith Giuliani","orcid":"https://orcid.org/0000-0003-1827-5590"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Meredith Giuliani","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100698124","display_name":"John Kim","orcid":"https://orcid.org/0000-0003-3958-3891"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"John Kim","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032753703","display_name":"Jolie Ringash","orcid":null},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jolie Ringash","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103002573","display_name":"John Cho","orcid":"https://orcid.org/0000-0003-4531-3396"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"John Cho","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063842271","display_name":"Scott V. Bratman","orcid":"https://orcid.org/0000-0001-8610-4908"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Scott Bratman","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037763217","display_name":"Andrew Bayley","orcid":null},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrew Bayley","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034148230","display_name":"John Waldron","orcid":"https://orcid.org/0000-0002-1050-7329"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"John Waldron","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037725319","display_name":"Brian O\u2019Sullivan","orcid":"https://orcid.org/0000-0001-8887-843X"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Brian O'Sullivan","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052721859","display_name":"Jonathan C. Irish","orcid":"https://orcid.org/0000-0002-1631-2717"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jonathan C. Irish","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090412207","display_name":"Douglas B. Chepeha","orcid":"https://orcid.org/0000-0001-9062-3719"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Douglas Chepeha","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084323572","display_name":"John R. de Almeida","orcid":"https://orcid.org/0000-0002-1546-5033"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"John De Almeida","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084339717","display_name":"David P. Goldstein","orcid":"https://orcid.org/0000-0001-9390-7928"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"David Goldstein","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008048551","display_name":"David A. Jaffray","orcid":"https://orcid.org/0000-0001-7378-7543"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"David Jaffray","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004688031","display_name":"Leonard Wee","orcid":"https://orcid.org/0000-0003-1612-9055"},"institutions":[{"id":"https://openalex.org/I4210161616","display_name":"Maastro Clinic","ror":"https://ror.org/059wkzj26","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210161616"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Leonard Wee","raw_affiliation_strings":["MAASTRO Clinic (Netherlands)"],"affiliations":[{"raw_affiliation_string":"MAASTRO Clinic (Netherlands)","institution_ids":["https://openalex.org/I4210161616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013513157","display_name":"Andr\u00e9 Dekker","orcid":"https://orcid.org/0000-0002-0422-7996"},"institutions":[{"id":"https://openalex.org/I4210161616","display_name":"Maastro Clinic","ror":"https://ror.org/059wkzj26","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210161616"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Andre Dekker","raw_affiliation_strings":["MAASTRO Clinic (Netherlands)"],"affiliations":[{"raw_affiliation_string":"MAASTRO Clinic (Netherlands)","institution_ids":["https://openalex.org/I4210161616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010067099","display_name":"Andrew Hope","orcid":"https://orcid.org/0000-0001-6793-2863"},"institutions":[{"id":"https://openalex.org/I2802654988","display_name":"Princess Margaret Cancer Centre","ror":"https://ror.org/03zayce58","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2802654988"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrew Hope","raw_affiliation_strings":["Princess Margaret Cancer Ctr. (Canada)"],"affiliations":[{"raw_affiliation_string":"Princess Margaret Cancer Ctr. (Canada)","institution_ids":["https://openalex.org/I2802654988"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":21,"corresponding_author_ids":["https://openalex.org/A5003244094"],"corresponding_institution_ids":["https://openalex.org/I2802654988","https://openalex.org/I4210161616"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01959289,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"87","last_page":"87"},"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":0.9998000264167786,"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":0.9998000264167786,"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":0.9919999837875366,"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/T12379","display_name":"Cancer Diagnosis and Treatment","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/machine-learning","display_name":"Machine learning","score":0.5610619187355042},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.5508154630661011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.517233669757843},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5111060738563538},{"id":"https://openalex.org/keywords/lymph-node","display_name":"Lymph node","score":0.46821001172065735},{"id":"https://openalex.org/keywords/occult","display_name":"Occult","score":0.4534391164779663},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4460250437259674},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.42643216252326965},{"id":"https://openalex.org/keywords/cancer-imaging","display_name":"Cancer imaging","score":0.4234822392463684},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4165372848510742},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.37176477909088135},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3028280436992645},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2635113000869751},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1775699257850647}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5610619187355042},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.5508154630661011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.517233669757843},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5111060738563538},{"id":"https://openalex.org/C2780849966","wikidata":"https://www.wikidata.org/wiki/Q170758","display_name":"Lymph node","level":2,"score":0.46821001172065735},{"id":"https://openalex.org/C520017518","wikidata":"https://www.wikidata.org/wiki/Q178934","display_name":"Occult","level":3,"score":0.4534391164779663},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4460250437259674},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.42643216252326965},{"id":"https://openalex.org/C2994114330","wikidata":"https://www.wikidata.org/wiki/Q5031437","display_name":"Cancer imaging","level":3,"score":0.4234822392463684},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4165372848510742},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.37176477909088135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3028280436992645},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2635113000869751},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1775699257850647},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1117/12.2560146","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2560146","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Biomedical Applications in Molecular, Structural, and Functional Imaging","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.maastrichtuniversity.nl:openaire_cris_publications/ebba092b-a7ee-48ac-a4fe-5bbeed265767","is_oa":false,"landing_page_url":"https://cris.maastrichtuniversity.nl/en/publications/ebba092b-a7ee-48ac-a4fe-5bbeed265767","pdf_url":null,"source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Traversoa, A, Hosni-Abdalaty, A, Hasan, M, Tadic, T, Patel, T, Giuliani, M, Kim, J, Ringash, J, Cho, J, Bratman, S, Bayley, A, Waldron, J, O'Sullivan, B, Irish, J, Chepeha, D, De Almeida, J, Goldstein, D, Jaffray, D, Wee, L, Dekker, A & Hope, A 2020, Non-invasive prediction of lymph node risk in oral cavity cancer patients using a combination of supervised and unsupervised machine learning algorithms. in A Krol & B S Gimi (eds), Medical Imaging 2020 : Biomedical Applications in Molecular, Structural, and Functional Imaging., 113172C, SPIE-INT SOC OPTICAL ENGINEERING, Progress in Biomedical Optics and Imaging, no. 113172C, vol. 11317, SPIE Medical Imaging Conference, Houston, Texas, United States, 15/02/20. https://doi.org/10.1117/12.2560146","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3016237829","https://openalex.org/W3000891326","https://openalex.org/W4205100762","https://openalex.org/W2504386021","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W3199596306","https://openalex.org/W4382283088","https://openalex.org/W4402286200"],"abstract_inverted_index":{"In":[0],"oral":[1],"cavity":[2],"(OC)":[3],"squamous":[4],"cell":[5],"cancer,":[6],"the":[7,34,55,89],"incidence":[8],"of":[9,36,57,91,103],"occult":[10],"nodal":[11],"metastases":[12],"varies":[13],"from":[14],"20%":[15],"to":[16,45,69],"50%":[17],"depending":[18],"and":[19,22,26,76,96,105],"tumor":[20],"size":[21],"thickness.":[23],"Besides":[24],"clinical":[25,97],"histopathological":[27],"factors,":[28],"image-derived":[29],"biomarkers":[30],"may":[31],"help":[32],"estimate":[33],"probability":[35],"LN":[37],"(lymph":[38],"nodes)":[39],"metastasis":[40],"using":[41],"a":[42,101],"non-invasive":[43],"approach":[44],"further":[46],"stratify":[47],"patients'":[48],"need":[49],"for":[50,113],"neck":[51],"dissection.":[52],"We":[53,71],"investigated":[54,73],"role":[56],"MR-based":[58],"radiomics":[59,95],"in":[60,65,116],"predicting":[61],"positive":[62],"lymph":[63],"nodes":[64],"OC":[66],"patients,":[67],"prior":[68],"surgery.":[70],"also":[72],"different":[74,84],"supervised":[75,104,106],"unsupervised":[77],"dimensionality":[78],"reduction":[79],"techniques,":[80],"as":[81,83],"well":[82],"classifiers.":[85],"Results":[86],"showed":[87],"that":[88],"combination":[90,102],"radiomics+clinical":[92],"factors":[93],"outperform":[94],"predictors":[98],"alone.":[99],"Overall,":[100],"machine":[107],"learning":[108],"algorithms":[109],"seems":[110],"more":[111],"suitable":[112],"better":[114],"performances":[115],"radiomic":[117],"studies.":[118]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
