{"id":"https://openalex.org/W4377093628","doi":"https://doi.org/10.3233/shti230142","title":"Deep Learning Method for Estimation of Morphological Parameters Based on CT Scans","display_name":"Deep Learning Method for Estimation of Morphological Parameters Based on CT Scans","publication_year":2023,"publication_date":"2023-05-18","ids":{"openalex":"https://openalex.org/W4377093628","doi":"https://doi.org/10.3233/shti230142","pmid":"https://pubmed.ncbi.nlm.nih.gov/37203686"},"language":"en","primary_location":{"id":"doi:10.3233/shti230142","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230142","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230142","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230142","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003581677","display_name":"Rajarajeswari Ganesan","orcid":null},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Rajarajeswari Ganesan","raw_affiliation_strings":["Eindhoven University of Technology, The Netherlands","Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands;","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003371321","display_name":"Antonino A. La Mattina","orcid":"https://orcid.org/0000-0002-9927-2393"},"institutions":[{"id":"https://openalex.org/I4210121742","display_name":"Istituto Ortopedico Rizzoli","ror":"https://ror.org/02ycyys66","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210121742","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonino A. La Mattina","raw_affiliation_strings":["Alma Mater Studiorum \u2013 University of Bologna, Italy","IRCCS Istituto Ortopedico Rizzoli, Bologna, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alma Mater Studiorum \u2013 University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"IRCCS Istituto Ortopedico Rizzoli, Bologna, Italy","institution_ids":["https://openalex.org/I4210121742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025649354","display_name":"Frans N. van de Vosse","orcid":"https://orcid.org/0000-0002-4084-2064"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Frans N. van de Vosse","raw_affiliation_strings":["Eindhoven University of Technology, The Netherlands","Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands;","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039667440","display_name":"Wouter Huberts","orcid":"https://orcid.org/0000-0002-0779-4785"},"institutions":[{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]},{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Wouter Huberts","raw_affiliation_strings":["Eindhoven University of Technology, The Netherlands","Maastricht University, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Maastricht University, The Netherlands","institution_ids":["https://openalex.org/I34352273"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003581677"],"corresponding_institution_ids":["https://openalex.org/I83019370"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1921875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"302","issue":null,"first_page":"364","last_page":"365"},"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":0.8528000116348267,"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":0.8528000116348267,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8270128965377808},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7280096411705017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6005190014839172},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5886059999465942},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4901176393032074},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.48792073130607605},{"id":"https://openalex.org/keywords/weight-estimation","display_name":"Weight estimation","score":0.47237852215766907},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44206130504608154},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.42045366764068604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3320203423500061},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2200639247894287},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16125702857971191},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0504646897315979}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8270128965377808},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7280096411705017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6005190014839172},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5886059999465942},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4901176393032074},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.48792073130607605},{"id":"https://openalex.org/C3019530228","wikidata":"https://www.wikidata.org/wiki/Q620876","display_name":"Weight estimation","level":2,"score":0.47237852215766907},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44206130504608154},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.42045366764068604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3320203423500061},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2200639247894287},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16125702857971191},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0504646897315979},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"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":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.3233/shti230142","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230142","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230142","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37203686","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37203686","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":"Studies in health technology and informatics","raw_type":null},{"id":"pmh:oai:cris.maastrichtuniversity.nl:openaire/352c8714-f9ee-437a-b08a-025c1ba7cb84","is_oa":false,"landing_page_url":"https://cris.maastrichtuniversity.nl/en/publications/352c8714-f9ee-437a-b08a-025c1ba7cb84","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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/cdb28bd6-56d3-4eeb-afc9-d740b4e00b5e","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/cdb28bd6-56d3-4eeb-afc9-d740b4e00b5e","pdf_url":"https://pure.tue.nl/ws/files/354928129/SHTI-302-SHTI230142.pdf","source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:cris.unibo.it:11585/940860","is_oa":true,"landing_page_url":"https://ebooks.iospress.nl/doi/10.3233/SHTI230142","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.tue.nl:openaire/cdb28bd6-56d3-4eeb-afc9-d740b4e00b5e","is_oa":false,"landing_page_url":"https://research.tue.nl/files/354928129/SHTI-302-SHTI230142.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.3233/shti230142","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230142","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230142","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4377093628.pdf","grobid_xml":"https://content.openalex.org/works/W4377093628.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W2187020092","https://openalex.org/W3188390846"],"related_works":["https://openalex.org/W4312417841","https://openalex.org/W4321369474","https://openalex.org/W2731899572","https://openalex.org/W3133861977","https://openalex.org/W4200173597","https://openalex.org/W2915754718","https://openalex.org/W4299822940","https://openalex.org/W2279398222","https://openalex.org/W3000866861","https://openalex.org/W2955560448"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3],"propose":[4],"a":[5,25],"Convolutional":[6],"Neural":[7],"Network":[8],"(CNN)":[9],"with":[10,48],"an":[11],"assembly":[12],"of":[13,28,42],"non-linear":[14],"fully":[15],"connected":[16],"layers":[17],"for":[18,40],"estimating":[19],"body":[20],"height":[21],"and":[22],"weight":[23],"using":[24],"limited":[26,49],"amount":[27],"data.":[29,50],"This":[30],"method":[31],"can":[32],"predict":[33],"the":[34,43],"parameters":[35],"within":[36],"acceptable":[37],"clinical":[38],"limits":[39],"most":[41],"cases":[44],"even":[45],"when":[46],"trained":[47]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}