{"id":"https://openalex.org/W3177990442","doi":"https://doi.org/10.1155/2021/1911381","title":"Deep Learning in Laparoscopic Colorectal Carcinoma Surgery under Magnetic Resonance Imaging","display_name":"Deep Learning in Laparoscopic Colorectal Carcinoma Surgery under Magnetic Resonance Imaging","publication_year":2021,"publication_date":"2021-07-12","ids":{"openalex":"https://openalex.org/W3177990442","doi":"https://doi.org/10.1155/2021/1911381","mag":"3177990442"},"language":"en","primary_location":{"id":"doi:10.1155/2021/1911381","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/1911381","pdf_url":"https://downloads.hindawi.com/journals/sp/2021/1911381.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/sp/2021/1911381.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024280965","display_name":"Shuguang Pan","orcid":"https://orcid.org/0000-0002-0859-6721"},"institutions":[{"id":"https://openalex.org/I4210115624","display_name":"Hunan Cancer Hospital","ror":"https://ror.org/025020z88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115624"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuguang Pan","raw_affiliation_strings":["Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0002-0859-6721","affiliations":[{"raw_affiliation_string":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China","institution_ids":["https://openalex.org/I4210115624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101897705","display_name":"W. X. Tang","orcid":"https://orcid.org/0000-0002-0497-0202"},"institutions":[{"id":"https://openalex.org/I4210115624","display_name":"Hunan Cancer Hospital","ror":"https://ror.org/025020z88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115624"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Tang","raw_affiliation_strings":["Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0002-0497-0202","affiliations":[{"raw_affiliation_string":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China","institution_ids":["https://openalex.org/I4210115624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033830662","display_name":"Tiejun Zhou","orcid":"https://orcid.org/0000-0003-1734-6406"},"institutions":[{"id":"https://openalex.org/I4210115624","display_name":"Hunan Cancer Hospital","ror":"https://ror.org/025020z88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115624"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiejun Zhou","raw_affiliation_strings":["Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0003-1734-6406","affiliations":[{"raw_affiliation_string":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China","institution_ids":["https://openalex.org/I4210115624"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101892492","display_name":"Wei Luo","orcid":"https://orcid.org/0000-0003-4394-2340"},"institutions":[{"id":"https://openalex.org/I4210115624","display_name":"Hunan Cancer Hospital","ror":"https://ror.org/025020z88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115624"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Luo","raw_affiliation_strings":["Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0003-4394-2340","affiliations":[{"raw_affiliation_string":"Department of Colorectal Surgery, Hunan Cancer Hospital, Changsha 410013, Hunan, China","institution_ids":["https://openalex.org/I4210115624"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101892492"],"corresponding_institution_ids":["https://openalex.org/I4210115624"],"apc_list":{"value":2000,"currency":"USD","value_usd":2000},"apc_paid":{"value":2000,"currency":"USD","value_usd":2000},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08973378,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2021","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10335","display_name":"Colorectal Cancer Surgical Treatments","score":0.9973000288009644,"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"}},"topics":[{"id":"https://openalex.org/T10335","display_name":"Colorectal Cancer Surgical Treatments","score":0.9973000288009644,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9955999851226807,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.982699990272522,"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/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.7019623517990112},{"id":"https://openalex.org/keywords/pathological","display_name":"Pathological","score":0.6528933048248291},{"id":"https://openalex.org/keywords/laparoscopic-surgery","display_name":"Laparoscopic surgery","score":0.5721336603164673},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5473943948745728},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.49566352367401123},{"id":"https://openalex.org/keywords/laparoscopy","display_name":"Laparoscopy","score":0.48984000086784363},{"id":"https://openalex.org/keywords/biopsy","display_name":"Biopsy","score":0.4824714958667755},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4804070293903351},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3581072688102722},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3126763701438904},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.19091561436653137},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.15817168354988098}],"concepts":[{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.7019623517990112},{"id":"https://openalex.org/C207886595","wikidata":"https://www.wikidata.org/wiki/Q1456138","display_name":"Pathological","level":2,"score":0.6528933048248291},{"id":"https://openalex.org/C2776111594","wikidata":"https://www.wikidata.org/wiki/Q675754","display_name":"Laparoscopic surgery","level":3,"score":0.5721336603164673},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5473943948745728},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.49566352367401123},{"id":"https://openalex.org/C2780047204","wikidata":"https://www.wikidata.org/wiki/Q675754","display_name":"Laparoscopy","level":2,"score":0.48984000086784363},{"id":"https://openalex.org/C2775934546","wikidata":"https://www.wikidata.org/wiki/Q179991","display_name":"Biopsy","level":2,"score":0.4824714958667755},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4804070293903351},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3581072688102722},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3126763701438904},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.19091561436653137},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.15817168354988098}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/1911381","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/1911381","pdf_url":"https://downloads.hindawi.com/journals/sp/2021/1911381.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a613c0526d7944558dc19a596d15a8ee","is_oa":false,"landing_page_url":"https://doaj.org/article/a613c0526d7944558dc19a596d15a8ee","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,"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":"Scientific Programming, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/1911381","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/1911381","pdf_url":"https://downloads.hindawi.com/journals/sp/2021/1911381.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3177990442.pdf","grobid_xml":"https://content.openalex.org/works/W3177990442.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2319588241","https://openalex.org/W2515914977","https://openalex.org/W2617093818","https://openalex.org/W2765679064","https://openalex.org/W2883286298","https://openalex.org/W2888071826","https://openalex.org/W2896586878","https://openalex.org/W2912827532","https://openalex.org/W2914263545","https://openalex.org/W2921312111","https://openalex.org/W2933753081","https://openalex.org/W2946216607","https://openalex.org/W2994784428","https://openalex.org/W2997930338","https://openalex.org/W3004660076","https://openalex.org/W3006250425","https://openalex.org/W3012993591","https://openalex.org/W3033127208","https://openalex.org/W3111308000","https://openalex.org/W4211168195"],"related_works":["https://openalex.org/W2365243064","https://openalex.org/W4293226380","https://openalex.org/W2386699790","https://openalex.org/W14166982","https://openalex.org/W4298295942","https://openalex.org/W2087129423","https://openalex.org/W3140033635","https://openalex.org/W2063918854","https://openalex.org/W2473309336","https://openalex.org/W2373252393"],"abstract_inverted_index":{"This":[0],"study":[1],"aimed":[2],"to":[3,158],"explore":[4],"the":[5,38,51,66,70,89,93,101,104,108,117,126,146,149,161,180,202],"application":[6,181],"effect":[7],"of":[8,44,76,92,98,107,116,142,160,182],"magnetic":[9],"resonance":[10],"imaging":[11],"(MRI)":[12],"based":[13,49,185],"on":[14,50,186],"deep":[15],"learning":[16],"in":[17,37,96,191],"laparoscopic":[18,33,80,192],"surgery":[19,34,194],"for":[20],"colorectal":[21],"carcinoma":[22],"(CRC).":[23],"40":[24],"patients":[25,46],"with":[26,79,100,164],"CRC":[27,193],"who":[28],"were":[29,35,47,63,111],"diagnosed":[30],"and":[31,60,69,81,120,125,152],"required":[32],"selected":[36],"research.":[39],"The":[40,56,74],"MRI":[41,57,77,199],"scan":[42],"images":[43,58,184],"all":[45],"processed":[48],"convolutional":[52,187],"neural":[53,188],"network":[54,189],"algorithm.":[55],"before":[59],"after":[61],"treatment":[62],"set":[64],"as":[65],"control":[67,118,162],"group":[68,110,119,151],"experimental":[71,109,150],"group,":[72,163],"respectively.":[73],"consistency":[75,99,147],"results":[78,85,106,155],"postoperative":[82],"pathological":[83,153,207],"biopsy":[84,154],"was":[86,128,156,195,204,210],"observed.":[87],"Through":[88],"comparative":[90],"analysis":[91],"research":[94,203],"results,":[95],"terms":[97,141],"surgical":[102],"plane,":[103],"assessment":[105],"more":[112],"consistent":[113],"than":[114,197],"those":[115],"direct":[121],"observation":[122],"under":[123],"laparoscopy,":[124],"difference":[127,166],"statistically":[129],"significant":[130],"(":[131,167],"<a:math":[132],"xmlns:a=\"http://www.w3.org/1998/Math/MathML\"":[133],"id=\"M1\">":[134],"<a:mi>P</a:mi>":[135],"<a:mo>&lt;</a:mo>":[136],"<a:mn>0.05</a:mn>":[137],"</a:math>":[138],").":[139,175],"In":[140,176],"tumor":[143],"T":[144],"staging,":[145],"between":[148],"superior":[157],"that":[159],"considerable":[165],"<c:math":[168],"xmlns:c=\"http://www.w3.org/1998/Math/MathML\"":[169],"id=\"M2\">":[170],"<c:mi>P</c:mi>":[171],"<c:mo>&lt;</c:mo>":[172],"<c:mn>0.05</c:mn>":[173],"</c:math>":[174],"conclusion,":[177],"practically":[178],"speaking,":[179],"MR":[183],"algorithm":[190],"better":[196],"conventional":[198],"technology.":[200],"However,":[201],"a":[205],"small-scale":[206],"study,":[208],"which":[209],"not":[211],"very":[212],"representative.":[213]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}