{"id":"https://openalex.org/W4295427488","doi":"https://doi.org/10.1109/embc48229.2022.9871326","title":"A fully automatic deep learning algorithm to segment rectal Cancer on MR images: a multi-center study","display_name":"A fully automatic deep learning algorithm to segment rectal Cancer on MR images: a multi-center study","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295427488","doi":"https://doi.org/10.1109/embc48229.2022.9871326","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086406"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871326","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5002163911","display_name":"Jovana Pani\u0107","orcid":"https://orcid.org/0000-0002-6620-5610"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Jovana Panic","raw_affiliation_strings":["Polytechnic of Turin,Department of Electronics and Telecommunications,Turin,Italy","Department of Electronics and Telecommunications, Polytechnic of Turin, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"Polytechnic of Turin,Department of Electronics and Telecommunications,Turin,Italy","institution_ids":[]},{"raw_affiliation_string":"Department of Electronics and Telecommunications, Polytechnic of Turin, Turin, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014954401","display_name":"Arianna Defeudis","orcid":"https://orcid.org/0000-0002-1745-3044"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]},{"id":"https://openalex.org/I4210151091","display_name":"Candiolo Cancer Institute","ror":"https://ror.org/04wadq306","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210151091","https://openalex.org/I4210153126","https://openalex.org/I4210167100"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Arianna Defeudis","raw_affiliation_strings":["University of Turin,Department of Surgical Science,Turin,Italy","Candiolo Cancer Institute FPO-IRCCS, Italy","Department of Surgical Science, University of Turin, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"University of Turin,Department of Surgical Science,Turin,Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Candiolo Cancer Institute FPO-IRCCS, Italy","institution_ids":["https://openalex.org/I4210151091","https://openalex.org/I4210153126"]},{"raw_affiliation_string":"Department of Surgical Science, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029347383","display_name":"Simone Mazzetti","orcid":"https://orcid.org/0000-0001-6011-4040"},"institutions":[{"id":"https://openalex.org/I4210151091","display_name":"Candiolo Cancer Institute","ror":"https://ror.org/04wadq306","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210151091","https://openalex.org/I4210153126","https://openalex.org/I4210167100"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Simone Mazzetti","raw_affiliation_strings":["University of Turin,Department of Surgical Science,Turin,Italy","Candiolo Cancer Institute FPO-IRCCS, Italy","Department of Surgical Science, University of Turin, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"University of Turin,Department of Surgical Science,Turin,Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Candiolo Cancer Institute FPO-IRCCS, Italy","institution_ids":["https://openalex.org/I4210151091","https://openalex.org/I4210153126"]},{"raw_affiliation_string":"Department of Surgical Science, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012791314","display_name":"Samanta Rosati","orcid":"https://orcid.org/0000-0003-0620-594X"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Samanta Rosati","raw_affiliation_strings":["Polytechnic of Turin,Department of Electronics and Telecommunications,Turin,Italy","Department of Electronics and Telecommunications, Polytechnic of Turin, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"Polytechnic of Turin,Department of Electronics and Telecommunications,Turin,Italy","institution_ids":[]},{"raw_affiliation_string":"Department of Electronics and Telecommunications, Polytechnic of Turin, Turin, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033247220","display_name":"Giuliana Giannetto","orcid":null},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuliana Giannetto","raw_affiliation_strings":["University of Turin,Department of Surgical Sciences - Radiology Unit,Turin,Italy","Department of Surgical Sciences - Radiology Unit, University of Turin, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"University of Turin,Department of Surgical Sciences - Radiology Unit,Turin,Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Department of Surgical Sciences - Radiology Unit, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037785479","display_name":"Monica Micilotta","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151091","display_name":"Candiolo Cancer Institute","ror":"https://ror.org/04wadq306","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210151091","https://openalex.org/I4210153126","https://openalex.org/I4210167100"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Monica Micilotta","raw_affiliation_strings":["Candiolo Cancer Institute FPO- IRCCS,Italy","Candiolo Cancer Institute FPO- IRCCS, Italy"],"affiliations":[{"raw_affiliation_string":"Candiolo Cancer Institute FPO- IRCCS,Italy","institution_ids":["https://openalex.org/I4210151091","https://openalex.org/I4210153126"]},{"raw_affiliation_string":"Candiolo Cancer Institute FPO- IRCCS, Italy","institution_ids":["https://openalex.org/I4210151091","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079592986","display_name":"Lorenzo Vassallo","orcid":"https://orcid.org/0000-0001-9772-1303"},"institutions":[{"id":"https://openalex.org/I4210129188","display_name":"A. O. Ordine Mauriziano di Torino","ror":"https://ror.org/03efxpx82","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210129188"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Vassallo","raw_affiliation_strings":["A. O. Ordine Mauriziano,Turin,Italy","A. O. Ordine Mauriziano, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"A. O. Ordine Mauriziano,Turin,Italy","institution_ids":["https://openalex.org/I4210129188"]},{"raw_affiliation_string":"A. O. Ordine Mauriziano, Turin, Italy","institution_ids":["https://openalex.org/I4210129188"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072273227","display_name":"Marco Gatti","orcid":"https://orcid.org/0000-0001-8168-5280"},"institutions":[{"id":"https://openalex.org/I4210149564","display_name":"Ospedale SS. Annunziata","ror":"https://ror.org/04hd4qy94","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210149564"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Gatti","raw_affiliation_strings":["Radiology Unit, SS Annunziata Savigliano Hospital,Cuneo,Italy","Radiology Unit, SS Annunziata Savigliano Hospital, Cuneo, Italy"],"affiliations":[{"raw_affiliation_string":"Radiology Unit, SS Annunziata Savigliano Hospital,Cuneo,Italy","institution_ids":["https://openalex.org/I4210149564"]},{"raw_affiliation_string":"Radiology Unit, SS Annunziata Savigliano Hospital, Cuneo, Italy","institution_ids":["https://openalex.org/I4210149564"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066921477","display_name":"Daniele Regge","orcid":"https://orcid.org/0000-0001-8267-5279"},"institutions":[{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]},{"id":"https://openalex.org/I4210151091","display_name":"Candiolo Cancer Institute","ror":"https://ror.org/04wadq306","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210151091","https://openalex.org/I4210153126","https://openalex.org/I4210167100"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Regge","raw_affiliation_strings":["University of Turin,Department of Surgical Science,Turin,Italy","Candiolo Cancer Institute FPO-IRCCS, Italy","Department of Surgical Science, University of Turin, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"University of Turin,Department of Surgical Science,Turin,Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Candiolo Cancer Institute FPO-IRCCS, Italy","institution_ids":["https://openalex.org/I4210151091","https://openalex.org/I4210153126"]},{"raw_affiliation_string":"Department of Surgical Science, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011367557","display_name":"Gabriella Balestra","orcid":"https://orcid.org/0000-0003-2717-648X"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gabriella Balestra","raw_affiliation_strings":["Polytechnic of Turin,Department of Electronics and Telecommunications,Turin,Italy","Department of Electronics and Telecommunications, Polytechnic of Turin, Turin, Italy"],"affiliations":[{"raw_affiliation_string":"Polytechnic of Turin,Department of Electronics and Telecommunications,Turin,Italy","institution_ids":[]},{"raw_affiliation_string":"Department of Electronics and Telecommunications, Polytechnic of Turin, Turin, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088154061","display_name":"Valentina Giannini","orcid":"https://orcid.org/0000-0001-5052-8231"},"institutions":[{"id":"https://openalex.org/I4210151091","display_name":"Candiolo Cancer Institute","ror":"https://ror.org/04wadq306","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210151091","https://openalex.org/I4210153126","https://openalex.org/I4210167100"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valentina Giannini","raw_affiliation_strings":["University of Turin,Department of Surgical Science,Turin,Italy","Department of Surgical Science, University of Turin, Turin, Italy","Candiolo Cancer Institute FPO-IRCCS, Italy"],"affiliations":[{"raw_affiliation_string":"University of Turin,Department of Surgical Science,Turin,Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Department of Surgical Science, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Candiolo Cancer Institute FPO-IRCCS, Italy","institution_ids":["https://openalex.org/I4210151091","https://openalex.org/I4210153126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5002163911"],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":0.8959,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.76515492,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2022","issue":null,"first_page":"5066","last_page":"5069"},"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":0.9998999834060669,"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":0.9998999834060669,"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/T10335","display_name":"Colorectal Cancer Surgical Treatments","score":0.9955000281333923,"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"}},{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.995199978351593,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.650596022605896},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6448879837989807},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6069307923316956},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4901646077632904},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4846254289150238},{"id":"https://openalex.org/keywords/colorectal-cancer","display_name":"Colorectal cancer","score":0.47007137537002563},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43644657731056213},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.4282415807247162},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.42345130443573},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.42035025358200073},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.41292473673820496},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.37323087453842163},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3709712624549866},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3303855359554291},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3224868178367615},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.31372952461242676},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.16406327486038208},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11995542049407959}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.650596022605896},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6448879837989807},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6069307923316956},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4901646077632904},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4846254289150238},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.47007137537002563},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43644657731056213},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.4282415807247162},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.42345130443573},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.42035025358200073},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.41292473673820496},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.37323087453842163},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3709712624549866},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3303855359554291},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3224868178367615},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31372952461242676},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.16406327486038208},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11995542049407959},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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":"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":"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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871326","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086406","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086406","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1901129140","https://openalex.org/W2037525384","https://openalex.org/W2118983280","https://openalex.org/W2806870995","https://openalex.org/W2911201777","https://openalex.org/W2914245728","https://openalex.org/W2968739673","https://openalex.org/W3016843157","https://openalex.org/W3046999841","https://openalex.org/W3082544002","https://openalex.org/W3084798277","https://openalex.org/W3119005666","https://openalex.org/W3157117078","https://openalex.org/W3197484378","https://openalex.org/W3208128414","https://openalex.org/W4200160717","https://openalex.org/W6631190155","https://openalex.org/W6639824700","https://openalex.org/W6804939800"],"related_works":["https://openalex.org/W4402926319","https://openalex.org/W4389060404","https://openalex.org/W2973136608","https://openalex.org/W3012828488","https://openalex.org/W4286233748","https://openalex.org/W4254054209","https://openalex.org/W4200334192","https://openalex.org/W4391935352","https://openalex.org/W2952835238","https://openalex.org/W2157102420"],"abstract_inverted_index":{"The":[0,63,104],"aim":[1],"of":[2,46,67,119,124,130,164],"the":[3,54,57,61,76,81,135,149,162],"study":[4],"is":[5,30],"to":[6,16,71,74,192,212],"present":[7],"and":[8,52,73,111,128,145,176,214],"tune":[9],"a":[10,26,31,68,114,174,188],"fully":[11],"automatic":[12],"deep":[13],"learning":[14],"algorithm":[15,65],"segment":[17,194],"colorectal":[18],"cancers":[19],"(CRC)":[20],"on":[21,25,134,148,157],"MR":[22],"images,":[23],"based":[24],"U-Net":[27],"structure.":[28],"It":[29],"multicenter":[32],"study,":[33],"including":[34],"3":[35],"different":[36,42,85],"Italian":[37],"institutions,":[38],"that":[39,197],"used":[40,49,172,200],"4":[41],"MRI":[43],"scanners.":[44],"Two":[45],"them":[47],"were":[48,90],"for":[50,60,179],"training":[51],"tuning":[53],"systems,":[55],"while":[56],"other":[58],"two":[59,105],"validation.":[62],"implemented":[64],"consists":[66],"pre-processing":[69],"step":[70,203],"normalize":[72],"highlight":[75],"tumoral":[77],"area,":[78],"followed":[79],"by":[80,96],"CRC":[82,195],"segmentation":[83],"using":[84],"U-net":[86],"structures.":[87],"Automatic":[88],"masks":[89],"compared":[91],"with":[92,166],"manual":[93],"segmentations":[94],"performed":[95],"three":[97],"experienced":[98],"radiologists,":[99],"one":[100],"at":[101,209],"each":[102],"center.":[103],"best":[106],"performing":[107],"systems":[108,139],"(called":[109],"mdl2":[110],"mdl3),":[112],"obtained":[113],"median":[115],"Dice":[116],"Similarity":[117],"Coefficient":[118],"0.68(mdl2)":[120],"-":[121,126,132,185],"0.69(mdl3),":[122],"precision":[123],"0.75(md/2)":[125],"0.71(md/3),":[127],"recall":[129],"0.69(mdl2)":[131],"0.73(mdl3)":[133],"validation":[136,150],"set.":[137,151],"Both":[138],"reached":[140],"high":[141],"detection":[142],"rates,":[143],"0.98":[144],"0.95,":[146],"respectively,":[147],"These":[152],"encouraging":[153],"results,":[154],"if":[155],"confirmed":[156],"larger":[158],"dataset,":[159],"might":[160],"improve":[161],"management":[163],"patients":[165],"CRC,":[167],"since":[168],"it":[169],"can":[170,198],"be":[171,199],"as":[173,201],"fast":[175],"precise":[177],"tool":[178,190],"further":[180],"radiomics":[181,206],"analyses.":[182],"Clinical":[183],"Relevance":[184],"To":[186],"provide":[187],"reliable":[189],"able":[191],"automatically":[193],"tumors":[196],"first":[202],"in":[204],"future":[205],"studies":[207],"aimed":[208],"predicting":[210],"response":[211],"chemotherapy":[213],"personalizing":[215],"treatment.":[216]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
