{"id":"https://openalex.org/W4220662190","doi":"https://doi.org/10.1007/s10916-022-01810-6","title":"Automatic Cardiac Structure Contouring for Small Datasets with Cascaded Deep Learning Models","display_name":"Automatic Cardiac Structure Contouring for Small Datasets with Cascaded Deep Learning Models","publication_year":2022,"publication_date":"2022-03-25","ids":{"openalex":"https://openalex.org/W4220662190","doi":"https://doi.org/10.1007/s10916-022-01810-6","pmid":"https://pubmed.ncbi.nlm.nih.gov/35338425"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-022-01810-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-022-01810-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01810-6.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Medical Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01810-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112745681","display_name":"Leonardus B. van den Oever","orcid":null},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]},{"id":"https://openalex.org/I2802934949","display_name":"Radboud University Medical Center","ror":"https://ror.org/05wg1m734","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802934949"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"L. B. van den Oever","raw_affiliation_strings":["Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands. l.b.van.den.oever@umcg.nl","Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands. l.b.van.den.oever@umcg.nl","Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-1270-0613","affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands. l.b.van.den.oever@umcg.nl","institution_ids":["https://openalex.org/I1334415907"]},{"raw_affiliation_string":"Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands. l.b.van.den.oever@umcg.nl","institution_ids":["https://openalex.org/I145872427","https://openalex.org/I2802934949"]},{"raw_affiliation_string":"Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005686214","display_name":"Daan Spoor","orcid":"https://orcid.org/0000-0001-6246-8387"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"D. S. Spoor","raw_affiliation_strings":["Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058575753","display_name":"Anne P.G. Crijns","orcid":"https://orcid.org/0000-0002-3157-0626"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"A. P. G. Crijns","raw_affiliation_strings":["Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109407457","display_name":"R. Vliegenthart","orcid":null},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"R. Vliegenthart","raw_affiliation_strings":["Faculty of Medical Sciences, University of Groningen, Groningen, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medical Sciences, University of Groningen, Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080510963","display_name":"Matthijs Oudkerk","orcid":"https://orcid.org/0000-0003-2800-4110"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"M. Oudkerk","raw_affiliation_strings":["Department of Radiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031138348","display_name":"Raymond Veldhuis","orcid":"https://orcid.org/0000-0002-0381-5235"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"R. N. J. Veldhuis","raw_affiliation_strings":["Department of Electrical Engineering, Computer Science and Mathematics, University of Twente, Drienerlolaan 5, 7522 NB, Enschede, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Computer Science and Mathematics, University of Twente, Drienerlolaan 5, 7522 NB, Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070838971","display_name":"Geertruida H. de Bock","orcid":"https://orcid.org/0000-0003-3104-4471"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"G. H. de Bock","raw_affiliation_strings":["Department of Epidemiology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024082845","display_name":"Peter M. A. van Ooijen","orcid":"https://orcid.org/0000-0002-8995-1210"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"P. M. A. van Ooijen","raw_affiliation_strings":["Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713GZ, Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5112745681"],"corresponding_institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I145872427","https://openalex.org/I169381384","https://openalex.org/I2802934949"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":2.3527,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.89347799,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"46","issue":"5","first_page":"22","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10924","display_name":"Cardiovascular Health and Disease Prevention","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10924","display_name":"Cardiovascular Health and Disease Prevention","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9873999953269958,"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"}},{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9836000204086304,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/contouring","display_name":"Contouring","score":0.8607920408248901},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.6681413650512695},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6472196578979492},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5559525489807129},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5448728203773499},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37415361404418945},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21897777915000916},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.15431076288223267},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.09442019462585449},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09051400423049927}],"concepts":[{"id":"https://openalex.org/C2779104521","wikidata":"https://www.wikidata.org/wiki/Q23058469","display_name":"Contouring","level":2,"score":0.8607920408248901},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.6681413650512695},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6472196578979492},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5559525489807129},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5448728203773499},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37415361404418945},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21897777915000916},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.15431076288223267},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.09442019462585449},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09051400423049927}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","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":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":false},{"descriptor_ui":"D006321","descriptor_name":"Heart","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006321","descriptor_name":"Heart","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006321","descriptor_name":"Heart","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":10,"locations":[{"id":"doi:10.1007/s10916-022-01810-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-022-01810-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01810-6.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:35338425","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35338425","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":"Journal of medical systems","raw_type":null},{"id":"pmh:oai:pure.rug.nl:openaire/8c9338ac-c6e1-466d-9694-671557235d72","is_oa":true,"landing_page_url":"https://research.rug.nl/en/publications/8c9338ac-c6e1-466d-9694-671557235d72","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"van den Oever, L B, Spoor, D S, Crijns, A P G, Vliegenthart, R, Oudkerk, M, Veldhuis, R N J, de Bock, G H & van Ooijen, P M A 2022, 'Automatic Cardiac Structure Contouring for Small Datasets with Cascaded Deep Learning Models', Journal of Medical Systems, vol. 46, no. 5, 22. https://doi.org/10.1007/s10916-022-01810-6","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:ris.utwente.nl:publications/55e1c79e-7778-498f-aff2-8e85c9e4da3a","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/55e1c79e-7778-498f-aff2-8e85c9e4da3a","pdf_url":"https://ris.utwente.nl/ws/files/278694014/Van_den_oever_2022_Automatic_cardiac_structure_contour.pdf","source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"van den Oever, L B, Spoor, D S, Crijns, A P G, Vliegenthart, R, Oudkerk, M, Veldhuis, R N J, de Bock, G H & van Ooijen, P M A 2022, 'Automatic Cardiac Structure Contouring for Small Datasets with Cascaded Deep Learning Models', Journal of medical systems, vol. 46, no. 5, 22. https://doi.org/10.1007/s10916-022-01810-6","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pubmedcentral.nih.gov:8956542","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8956542","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":"J Med Syst","raw_type":"Text"},{"id":"pmh:oai:pure.rug.nl:openaire_cris_publications/8c9338ac-c6e1-466d-9694-671557235d72","is_oa":true,"landing_page_url":"https://hdl.handle.net/11370/8c9338ac-c6e1-466d-9694-671557235d72","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"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":"van den Oever, L B, Spoor, D S, Crijns, A P G, Vliegenthart, R, Oudkerk, M, Veldhuis, R N J, de Bock, G H & van Ooijen, P M A 2022, 'Automatic Cardiac Structure Contouring for Small Datasets with Cascaded Deep Learning Models', Journal of Medical Systems, vol. 46, no. 5, 22. https://doi.org/10.1007/s10916-022-01810-6","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:repository.ubn.ru.nl:2066/248922","is_oa":false,"landing_page_url":"https://repository.ubn.ru.nl/handle/2066/248922","pdf_url":null,"source":{"id":"https://openalex.org/S4306401067","display_name":"Radboud Repository (Radboud University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145872427","host_organization_name":"Radboud University Nijmegen","host_organization_lineage":["https://openalex.org/I145872427"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Medical Systems, 46, 5","raw_type":"Article / Letter to editor"},{"id":"pmh:oai:ris.utwente.nl:publications/55e1c79e-7778-498f-aff2-8e85c9e4da3a","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85127301017&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:ru:oai:repository.ubn.ru.nl:2066/248922","is_oa":true,"landing_page_url":"http://hdl.handle.net/2066/248922","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Medical Systems, 46","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:rug:oai:pure.rug.nl:publications/db5190ef-a338-4d09-9109-41ea44e80ea1","is_oa":false,"landing_page_url":"https://research.rug.nl/en/publications/db5190ef-a338-4d09-9109-41ea44e80ea1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Medical Systems, 46(5):22. SPRINGER","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s10916-022-01810-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-022-01810-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01810-6.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Medical Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4000000059604645,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G7144905262","display_name":null,"funder_award_id":"PSA SA BD 01","funder_id":"https://openalex.org/F4320320934","funder_display_name":"Koninklijke Nederlandse Akademie van Wetenschappen"}],"funders":[{"id":"https://openalex.org/F4320320934","display_name":"Koninklijke Nederlandse Akademie van Wetenschappen","ror":"https://ror.org/043c0p156"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4220662190.pdf","grobid_xml":"https://content.openalex.org/works/W4220662190.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1982668309","https://openalex.org/W1987536026","https://openalex.org/W1987869189","https://openalex.org/W2077236487","https://openalex.org/W2160754664","https://openalex.org/W2765423993","https://openalex.org/W2902154261","https://openalex.org/W2902582310","https://openalex.org/W2941434555","https://openalex.org/W2964350391","https://openalex.org/W2993069011","https://openalex.org/W3015788359","https://openalex.org/W3033712027","https://openalex.org/W3035067918","https://openalex.org/W3090446625","https://openalex.org/W3135360879"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W4387369504","https://openalex.org/W3082895349"],"abstract_inverted_index":{"Cardiac":[0],"structure":[1,22],"contouring":[2,235,247],"is":[3],"a":[4],"time":[5],"consuming":[6],"and":[7,46,51,74,128,131,162,167,173,181,183,188,197,200,202,217,224,227,229,243],"tedious":[8],"manual":[9],"activity":[10],"used":[11,88],"for":[12,25,37,192,219,240,254],"radiotherapeutic":[13],"dose":[14],"toxicity":[15],"planning.":[16],"We":[17],"developed":[18],"an":[19],"automatic":[20,234,246],"cardiac":[21,95,111],"segmentation":[23],"pipeline":[24,60,144,236],"use":[26],"in":[27,209],"low-dose":[28],"non-contrast":[29],"planning":[30,67],"CT":[31,41,72,78],"based":[32],"on":[33,63,76,107,125,147],"deep":[34,58,103,119,249],"learning":[35,59,104,120,250],"algorithms":[36],"small":[38,258],"datasets.":[39,259],"Fifty":[40],"scans":[42,73],"were":[43,53,190,211],"retrospectively":[44],"selected":[45],"the":[47,81,91,108,115,123,136,143,152,193,220],"whole":[48,194,221,241],"heart,":[49,195,222],"ventricles":[50],"atria":[52,204,231],"contoured.":[54],"A":[55],"two":[56],"stage":[57,99],"was":[61,87,145],"trained":[62,106],"41":[64],"non":[65],"contrast":[66],"CTs,":[68],"tuned":[69],"with":[70,248,257],"3":[71],"validated":[75],"6":[77,148],"scans.":[79],"In":[80],"first":[82],"stage,":[83],"An":[84],"InceptionResNetV2":[85],"network":[86],"to":[89,113,134],"identify":[90],"slices":[92],"that":[93],"contained":[94],"structures.":[96,116],"The":[97,117,139,206,233],"second":[98],"consisted":[100],"of":[101,142,176],"three":[102,118],"models":[105,121],"images":[109,130],"containing":[110],"structures":[112],"segment":[114],"predicted":[122,166],"segmentations/contours":[124],"axial,":[126],"coronal":[127],"sagittal":[129],"are":[132],"combined":[133],"create":[135],"final":[137,140],"prediction.":[138],"accuracy":[141],"quantified":[146],"volumes":[149],"by":[150],"calculating":[151],"Dice":[153],"similarity":[154],"coefficient":[155],"(DC),":[156],"95%":[157,174],"Hausdorff":[158],"distance":[159],"(95%":[160],"HD)":[161],"volume":[163,210],"ratios":[164],"between":[165],"ground":[168],"truth":[169],"volumes.":[170],"Median":[171],"DC":[172],"HD":[175],"0.96,":[177],"0.88,":[178],"0.92,":[179],"0.80":[180],"0.82,":[182],"1.86,":[184],"2.98,":[185],"2.02,":[186],"6.16":[187],"6.46":[189],"achieved":[191],"right":[196,201,223,228],"left":[198,203,225,230],"ventricle,":[199,226],"respectively.":[205,232],"median":[207],"differences":[208],"-4,":[212],"-1,":[213],"+":[214],"5,":[215],"-16":[216],"-20%":[218],"achieves":[237],"good":[238],"results":[239],"heart":[242],"ventricles.":[244],"Robust":[245],"methods":[251],"seems":[252],"viable":[253],"local":[255],"centers":[256]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}