{"id":"https://openalex.org/W4367174864","doi":"https://doi.org/10.1097/prs.0000000000010603","title":"Identification of Key Breast Features Using a Neural Network: Applications of Machine Learning in the Clinical Setting of Plastic Surgery","display_name":"Identification of Key Breast Features Using a Neural Network: Applications of Machine Learning in the Clinical Setting of Plastic Surgery","publication_year":2023,"publication_date":"2023-04-26","ids":{"openalex":"https://openalex.org/W4367174864","doi":"https://doi.org/10.1097/prs.0000000000010603","pmid":"https://pubmed.ncbi.nlm.nih.gov/37104483"},"language":"en","primary_location":{"id":"doi:10.1097/prs.0000000000010603","doi":"https://doi.org/10.1097/prs.0000000000010603","is_oa":false,"landing_page_url":"https://doi.org/10.1097/prs.0000000000010603","pdf_url":null,"source":{"id":"https://openalex.org/S100736837","display_name":"Plastic & Reconstructive Surgery","issn_l":"0032-1052","issn":["0032-1052","1076-5751","1529-4242"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-2","ki-jl-2","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315671","host_organization_name":"Lippincott Williams & Wilkins","host_organization_lineage":["https://openalex.org/P4310315671","https://openalex.org/P4310318547"],"host_organization_lineage_names":["Lippincott Williams & Wilkins","Wolters Kluwer"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plastic & Reconstructive Surgery","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5061713901","display_name":"Nitzan Kenig","orcid":"https://orcid.org/0000-0002-8914-5438","observed_orcids":["https://orcid.org/0000-0002-8914-5438"]},"institutions":[{"id":"https://openalex.org/I4210145506","display_name":"Hospital General Universitario de Albacete","ror":"https://ror.org/055p2yz63","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210141158","https://openalex.org/I4210145506","https://openalex.org/I4210155114"]},{"id":"https://openalex.org/I4210155114","display_name":"Complejo Hospitalario Universitario de Albacete","ror":"https://ror.org/04a5hr295","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210141158","https://openalex.org/I4210155114"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Nitzan Kenig","raw_affiliation_strings":["Department of Plastic Surgery, Albacete University Hospital","Department of Plastic Surgery, Albacete University Hospital, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Plastic Surgery, Albacete University Hospital","institution_ids":["https://openalex.org/I4210145506","https://openalex.org/I4210155114"]},{"raw_affiliation_string":"Department of Plastic Surgery, Albacete University Hospital, Spain","institution_ids":["https://openalex.org/I4210145506","https://openalex.org/I4210155114"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037118224","display_name":"Javier Mont\u00f3n Echeverr\u00eda","orcid":"https://orcid.org/0000-0001-5730-8637","observed_orcids":["https://orcid.org/0000-0001-5730-8637"]},"institutions":[{"id":"https://openalex.org/I4210145506","display_name":"Hospital General Universitario de Albacete","ror":"https://ror.org/055p2yz63","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210141158","https://openalex.org/I4210145506","https://openalex.org/I4210155114"]},{"id":"https://openalex.org/I4210155114","display_name":"Complejo Hospitalario Universitario de Albacete","ror":"https://ror.org/04a5hr295","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210141158","https://openalex.org/I4210155114"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Monton Echeverria","raw_affiliation_strings":["Department of Plastic Surgery, Albacete University Hospital","Department of Plastic Surgery, Albacete University Hospital, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Plastic Surgery, Albacete University Hospital","institution_ids":["https://openalex.org/I4210145506","https://openalex.org/I4210155114"]},{"raw_affiliation_string":"Department of Plastic Surgery, Albacete University Hospital, Spain","institution_ids":["https://openalex.org/I4210145506","https://openalex.org/I4210155114"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065326327","display_name":"Luis de la Ossa","orcid":"https://orcid.org/0000-0003-1262-7479","observed_orcids":["https://orcid.org/0000-0003-1262-7479"]},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Luis De la Ossa","raw_affiliation_strings":["Department of Computer Engineering, University of Castilla-La Mancha","Department of Computer Engineering, University of Castilla-La Mancha, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, University of Castilla-La Mancha","institution_ids":["https://openalex.org/I79189158"]},{"raw_affiliation_string":"Department of Computer Engineering, University of Castilla-La Mancha, Spain","institution_ids":["https://openalex.org/I79189158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5061713901","https://openalex.org/A5065326327"],"corresponding_institution_ids":["https://openalex.org/I4210145506","https://openalex.org/I4210155114","https://openalex.org/I79189158"],"apc_list":null,"apc_paid":null,"fwci":1.1788,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.77192786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"153","issue":"2","first_page":"273e","last_page":"280e"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.45829999446868896,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.45829999446868896,"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/T11258","display_name":"Breast Implant and Reconstruction","score":0.179299995303154,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10862","display_name":"AI in cancer detection","score":0.0786999985575676,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.824999988079071},{"id":"https://openalex.org/keywords/yolov3","display_name":"YOLOv3","score":0.9800000190734863},{"id":"https://openalex.org/keywords/breast-reconstruction","display_name":"breast reconstruction","score":0.5789999961853027},{"id":"https://openalex.org/keywords/breast-cancer-surgery","display_name":"breast cancer surgery","score":0.8420000076293945},{"id":"https://openalex.org/keywords/nipple-areola-complex","display_name":"nipple-areola complex","score":0.9539999961853027},{"id":"https://openalex.org/keywords/suprasternal-notch","display_name":"suprasternal notch","score":0.9779999852180481},{"id":"https://openalex.org/keywords/automated-image-analysis","display_name":"automated image analysis","score":0.5929999947547913},{"id":"https://openalex.org/keywords/plastic-surgery","display_name":"plastic surgery","score":0.7590000033378601}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6146790981292725},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6110281944274902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5566208362579346},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5033406615257263},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4769643545150757},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.46809935569763184},{"id":"https://openalex.org/C2777704003","wikidata":"https://www.wikidata.org/wiki/Q4959802","display_name":"Breast surgery","level":4,"score":0.45910903811454773},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.42512503266334534},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.42026567459106445},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3835107684135437},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12027233839035034},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.08678996562957764},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.08184146881103516},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D009558","descriptor_name":"Nipples","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013518","descriptor_name":"Surgery, Plastic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1097/prs.0000000000010603","doi":"https://doi.org/10.1097/prs.0000000000010603","is_oa":false,"landing_page_url":"https://doi.org/10.1097/prs.0000000000010603","pdf_url":null,"source":{"id":"https://openalex.org/S100736837","display_name":"Plastic & Reconstructive Surgery","issn_l":"0032-1052","issn":["0032-1052","1076-5751","1529-4242"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-2","ki-jl-2","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315671","host_organization_name":"Lippincott Williams & Wilkins","host_organization_lineage":["https://openalex.org/P4310315671","https://openalex.org/P4310318547"],"host_organization_lineage_names":["Lippincott Williams & Wilkins","Wolters Kluwer"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plastic & Reconstructive Surgery","raw_type":"journal-article"},{"id":"pmid:37104483","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37104483","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plastic and reconstructive surgery","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1928278792","https://openalex.org/W1971587147","https://openalex.org/W2033235685","https://openalex.org/W2040311723","https://openalex.org/W2043837772","https://openalex.org/W2058906831","https://openalex.org/W2090518410","https://openalex.org/W2092397205","https://openalex.org/W2200388604","https://openalex.org/W2275035767","https://openalex.org/W2284667885","https://openalex.org/W2497741529","https://openalex.org/W2611839350","https://openalex.org/W2752517284","https://openalex.org/W2790095822","https://openalex.org/W2900570788","https://openalex.org/W2905246723","https://openalex.org/W2916559661","https://openalex.org/W2920951339","https://openalex.org/W2954996726","https://openalex.org/W2965012524","https://openalex.org/W2965864165","https://openalex.org/W2969836386","https://openalex.org/W2999417355","https://openalex.org/W3011065983","https://openalex.org/W3029057986","https://openalex.org/W3035826742","https://openalex.org/W3046883297","https://openalex.org/W3097143503","https://openalex.org/W3133962405","https://openalex.org/W3134154885","https://openalex.org/W4283010982","https://openalex.org/W6785617875"],"related_works":["https://openalex.org/W4385927380","https://openalex.org/W4401970077","https://openalex.org/W1990942193","https://openalex.org/W2888567579","https://openalex.org/W4387568116","https://openalex.org/W818234958","https://openalex.org/W2960225858","https://openalex.org/W4401881612","https://openalex.org/W2134142887","https://openalex.org/W4407425015"],"abstract_inverted_index":{"BACKGROUND:":[0],"In":[1,40,54],"plastic":[2,41,97,215],"surgery,":[3,42],"evaluation":[4,48,210],"of":[5,12,25,38,52,62,89,110,123,144,147,152,160,169,174,197,211,222],"breast":[6,47,63,91,114,127,130,149,190,212],"symmetry":[7,100,213],"is":[8],"an":[9,66],"important":[10],"aspect":[11],"clinical":[13],"practice.":[14,228],"Computer":[15],"programs":[16],"have":[17,204],"been":[18,33],"developed":[19,80],"for":[20,46,99],"this":[21,55,239],"purpose,":[22],"but":[23],"most":[24],"them":[26],"require":[27],"operator":[28],"input.":[29],"Artificial":[30],"intelligence":[31],"has":[32],"introduced":[34],"into":[35],"many":[36],"aspects":[37],"medicine.":[39],"automated":[43,218],"neural":[44,70,77,183],"networks":[45,200],"could":[49],"improve":[50,208],"quality":[51],"care.":[53],"work,":[56],"the":[57,60,82,90,148,155,164,205,209],"authors":[58],"evaluate":[59],"identification":[61],"features":[64,88,141,223],"with":[65,106,192],"ad":[67,74,181],"hoc":[68,75,182],"trained":[69,105],"network.":[71],"METHODS:":[72],"An":[73],"convolutional":[76],"network":[78,184],"was":[79,104,117,136,176,185],"on":[81,119],"YOLOV3":[83],"platform":[84],"to":[85,138,207,235],"detect":[86,139],"key":[87,140,189],"that":[92],"are":[93,233],"commonly":[94],"used":[95,224],"in":[96,142,150,158,167,187,214,227,238],"surgery":[98,115,216],"evaluation.":[101],"The":[102,134,180],"program":[103,135],"200":[107],"frontal":[108,121],"photographs":[109],"patients":[111,124],"who":[112,125],"underwent":[113,126],"and":[116,163,201,219,231],"tested":[118],"47":[120,170],"images":[122],"reconstruction":[128],"after":[129],"cancer":[131],"surgery.":[132],"RESULTS:":[133],"able":[137],"97.74%":[143],"cases":[145],"(boundaries":[146],"94":[151,153,159,161],"cases,":[154,162],"nipple-areola":[156],"complex":[157],"suprasternal":[165],"notch":[166],"41":[168],"cases).":[171],"Mean":[172],"time":[173],"detection":[175,195,221],"0.52":[177],"seconds.":[178],"CONCLUSIONS:":[179],"successful":[186],"localizing":[188],"features,":[191],"a":[193],"total":[194],"rate":[196],"97.74%.":[198],"Neural":[199],"machine":[202],"learning":[203],"potential":[206],"by":[217,225],"quick":[220],"surgeons":[226],"More":[229],"studies":[230],"development":[232],"needed":[234],"further":[236],"knowledge":[237],"area.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2023-04-28T00:00:00"}