{"id":"https://openalex.org/W4290861665","doi":"https://doi.org/10.1016/j.tipsro.2022.08.001","title":"Machine learning-based treatment couch parameter prediction in support of surface guided radiation therapy","display_name":"Machine learning-based treatment couch parameter prediction in support of surface guided radiation therapy","publication_year":2022,"publication_date":"2022-08-12","ids":{"openalex":"https://openalex.org/W4290861665","doi":"https://doi.org/10.1016/j.tipsro.2022.08.001","pmid":"https://pubmed.ncbi.nlm.nih.gov/36039333","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9418545"},"language":"en","primary_location":{"id":"doi:10.1016/j.tipsro.2022.08.001","doi":"https://doi.org/10.1016/j.tipsro.2022.08.001","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.tipsro.2022.08.001","pdf_url":"http://www.tipsro.science/article/S240563242200021X/pdf","source":{"id":"https://openalex.org/S2898444622","display_name":"Technical Innovations & Patient Support in Radiation Oncology","issn_l":"2405-6324","issn":["2405-6324"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technical Innovations &amp; Patient Support in Radiation Oncology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://www.tipsro.science/article/S240563242200021X/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087297452","display_name":"Geert De Kerf","orcid":"https://orcid.org/0000-0002-3314-0128","observed_orcids":["https://orcid.org/0000-0002-3314-0128"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Geert De Kerf","raw_affiliation_strings":["Iridium Netwerk, Antwerp, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iridium Netwerk, Antwerp, Belgium","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072083978","display_name":"Micha\u00ebl Claessens","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Micha\u00ebl Claessens","raw_affiliation_strings":["Department of Radiation Oncology, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium","Iridium Netwerk, Antwerp, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium","institution_ids":["https://openalex.org/I149213910"]},{"raw_affiliation_string":"Iridium Netwerk, Antwerp, Belgium","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006806092","display_name":"Isabelle Mollaert","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Isabelle Mollaert","raw_affiliation_strings":["Iridium Netwerk, Antwerp, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iridium Netwerk, Antwerp, Belgium","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034843548","display_name":"Wim Vingerhoed","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wim Vingerhoed","raw_affiliation_strings":["Iridium Netwerk, Antwerp, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iridium Netwerk, Antwerp, Belgium","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089177738","display_name":"Dirk Verellen","orcid":"https://orcid.org/0000-0002-0734-6464","observed_orcids":["https://orcid.org/0000-0002-0734-6464"]},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Dirk Verellen","raw_affiliation_strings":["Department of Radiation Oncology, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium","Iridium Netwerk, Antwerp, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium","institution_ids":["https://openalex.org/I149213910"]},{"raw_affiliation_string":"Iridium Netwerk, Antwerp, Belgium","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5087297452"],"corresponding_institution_ids":[],"apc_list":{"value":1490,"currency":"USD","value_usd":1490},"apc_paid":{"value":1490,"currency":"USD","value_usd":1490},"fwci":0.0,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.08576165,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"23","issue":null,"first_page":"15","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10844","display_name":"Radiation Dose and Imaging","score":0.0003000000142492354,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/surface-guided-radiation-therapy","display_name":"surface-guided radiation therapy","score":0.8799999952316284},{"id":"https://openalex.org/keywords/patient-positioning","display_name":"patient positioning","score":0.9229999780654907},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.5730000138282776},{"id":"https://openalex.org/keywords/patient-setup-verification","display_name":"patient setup verification","score":0.5770000219345093},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"quality assurance","score":0.6779999732971191},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"lung cancer","score":0.6119999885559082},{"id":"https://openalex.org/keywords/brain-cancer","display_name":"brain cancer","score":0.9129999876022339},{"id":"https://openalex.org/keywords/surface-scanning","display_name":"surface scanning","score":0.7149999737739563}],"concepts":[{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.6664299964904785},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.589928388595581},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45059359073638916},{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.42823153734207153},{"id":"https://openalex.org/C3018822202","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Patient data","level":2,"score":0.4151993989944458},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40541955828666687},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30741405487060547},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.24767827987670898},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C2778618615","wikidata":"https://www.wikidata.org/wiki/Q4008393","display_name":"External quality assessment","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1016/j.tipsro.2022.08.001","doi":"https://doi.org/10.1016/j.tipsro.2022.08.001","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.tipsro.2022.08.001","pdf_url":"http://www.tipsro.science/article/S240563242200021X/pdf","source":{"id":"https://openalex.org/S2898444622","display_name":"Technical Innovations & Patient Support in Radiation Oncology","issn_l":"2405-6324","issn":["2405-6324"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technical Innovations &amp; Patient Support in Radiation Oncology","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9418545","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9418545","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,"listed_in":[],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Tech Innov Patient Support Radiat Oncol","raw_type":"Text"},{"id":"pmid:36039333","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36039333","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,"listed_in":[],"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":"Technical innovations & patient support in radiation oncology","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:d672c4cd942b41ef8b2153a5ca6b67ee","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/d672c4cd942b41ef8b2153a5ca6b67ee","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,"listed_in":[],"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":"Technical Innovations & Patient Support in Radiation Oncology, Vol 23, Iss , Pp 15-20 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.tipsro.2022.08.001","doi":"https://doi.org/10.1016/j.tipsro.2022.08.001","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.tipsro.2022.08.001","pdf_url":"http://www.tipsro.science/article/S240563242200021X/pdf","source":{"id":"https://openalex.org/S2898444622","display_name":"Technical Innovations & Patient Support in Radiation Oncology","issn_l":"2405-6324","issn":["2405-6324"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technical Innovations &amp; Patient Support in Radiation Oncology","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4290861665.pdf","grobid_xml":"https://content.openalex.org/works/W4290861665.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2281232921","https://openalex.org/W2569892284","https://openalex.org/W2755972707","https://openalex.org/W2765805451","https://openalex.org/W2885218541","https://openalex.org/W2896593620","https://openalex.org/W2921263870","https://openalex.org/W2971454466","https://openalex.org/W2972536387","https://openalex.org/W2988948037","https://openalex.org/W3015151896","https://openalex.org/W3046375198","https://openalex.org/W3120362092","https://openalex.org/W3135040778","https://openalex.org/W4210781262"],"related_works":["https://openalex.org/W4281745017","https://openalex.org/W7140319343","https://openalex.org/W2971454466","https://openalex.org/W7164814677","https://openalex.org/W4404941639","https://openalex.org/W7169895051","https://openalex.org/W3120362092","https://openalex.org/W4412522179","https://openalex.org/W2460269439","https://openalex.org/W6908153600"],"abstract_inverted_index":{"Purpose:":[0],"A":[1,69],"fully":[2],"independent,":[3],"machine":[4],"learning-based":[5],"automatic":[6],"treatment":[7,64],"couch":[8,65],"parameters":[9,104],"prediction":[10,91],"was":[11,52,83],"developed":[12],"to":[13,54,89,96,132,135],"support":[14],"surface":[15,139],"guided":[16],"radiation":[17],"therapy":[18],"(SGRT)-based":[19],"patient":[20,34,100,120,129],"positioning":[21],"protocols.":[22],"Additionally,":[23],"this":[24],"approach":[25],"also":[26],"acts":[27],"as":[28,115],"a":[29],"quality":[30],"assurance":[31],"tool":[32],"for":[33,118],"positioning.":[35,121],"Materials/Methods:":[36],"Setup":[37],"data":[38],"of":[39,78,124],"183":[40],"patients,":[41],"divided":[42],"into":[43],"four":[44],"different":[45],"groups":[46],"based":[47],"on":[48],"used":[49,53,114],"setup":[50,130],"devices,":[51],"calculate":[55],"the":[56,59,62,76,90,138],"difference":[57,71],"between":[58,75],"predicted":[60,107],"and":[61,80,111],"acquired":[63],"value.":[66],"Results:":[67],".":[68],"significant":[70],"(p":[72],"<":[73],"0.01)":[74],"variances":[77],"Lung":[79],"Brain":[81],"patients":[82],"found.":[84],"Outliers":[85],"were":[86],"not":[87],"related":[88],"accuracy,":[92],"but":[93],"are":[94],"due":[95],"inconsistencies":[97],"during":[98],"initial":[99],"setup.":[101],"Conclusion:":[102],"Couch":[103],"can":[105,112],"be":[106,113,133],"with":[108],"high":[109],"accuracy":[110],"starting":[116],"point":[117],"SGRT-based":[119],"In":[122],"case":[123],"large":[125],"deviations":[126],"(>1.5":[127],"cm),":[128],"has":[131],"verified":[134],"optimally":[136],"use":[137],"scanning":[140],"system.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2022-08-12T00:00:00"}