{"id":"https://openalex.org/W4387117612","doi":"https://doi.org/10.1007/s11042-023-16634-w","title":"A systematic review of machine and deep learning techniques for the identification and classification of breast cancer through medical image modalities","display_name":"A systematic review of machine and deep learning techniques for the identification and classification of breast cancer through medical image modalities","publication_year":2023,"publication_date":"2023-09-28","ids":{"openalex":"https://openalex.org/W4387117612","doi":"https://doi.org/10.1007/s11042-023-16634-w"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-023-16634-w","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-023-16634-w","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"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/A5014604741","display_name":"Neha Thakur","orcid":"https://orcid.org/0000-0002-9474-1592"},"institutions":[{"id":"https://openalex.org/I153954893","display_name":"Jaypee University of Information Technology","ror":"https://ror.org/00hshrf16","country_code":"IN","type":"education","lineage":["https://openalex.org/I153954893"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neha Thakur","raw_affiliation_strings":["Department of Computer Science & Engineering, Jaypee University of Information Technology, Solan, HP, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Jaypee University of Information Technology, Solan, HP, India","institution_ids":["https://openalex.org/I153954893"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021840195","display_name":"Pardeep Kumar","orcid":"https://orcid.org/0000-0001-5303-7219"},"institutions":[{"id":"https://openalex.org/I153954893","display_name":"Jaypee University of Information Technology","ror":"https://ror.org/00hshrf16","country_code":"IN","type":"education","lineage":["https://openalex.org/I153954893"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Pardeep Kumar","raw_affiliation_strings":["Department of Computer Science & Engineering, Jaypee University of Information Technology, Solan, HP, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Jaypee University of Information Technology, Solan, HP, India","institution_ids":["https://openalex.org/I153954893"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100727514","display_name":"A. P. Siva Kumar","orcid":"https://orcid.org/0000-0003-1810-9904"},"institutions":[{"id":"https://openalex.org/I153954893","display_name":"Jaypee University of Information Technology","ror":"https://ror.org/00hshrf16","country_code":"IN","type":"education","lineage":["https://openalex.org/I153954893"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Kumar","raw_affiliation_strings":["Department of Computer Science & Engineering, Jaypee University of Information Technology, Solan, HP, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Jaypee University of Information Technology, Solan, HP, India","institution_ids":["https://openalex.org/I153954893"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021840195"],"corresponding_institution_ids":["https://openalex.org/I153954893"],"apc_list":null,"apc_paid":null,"fwci":5.6621,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.9686079,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"83","issue":"12","first_page":"35849","last_page":"35942"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9940999746322632,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.980400025844574,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.8247052431106567},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7907214760780334},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.665336012840271},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6542717218399048},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6463647484779358},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5822270512580872},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.5030755400657654},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.48493555188179016},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.4771237373352051},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4762720763683319},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4550217092037201},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.44026410579681396},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.42497098445892334},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.19720971584320068},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.19122514128684998},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.15926924347877502}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8247052431106567},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7907214760780334},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.665336012840271},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6542717218399048},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6463647484779358},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5822270512580872},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5030755400657654},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.48493555188179016},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4771237373352051},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4762720763683319},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4550217092037201},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.44026410579681396},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.42497098445892334},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.19720971584320068},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.19122514128684998},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15926924347877502},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11042-023-16634-w","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-023-16634-w","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":108,"referenced_works":["https://openalex.org/W41027960","https://openalex.org/W304373761","https://openalex.org/W1491300976","https://openalex.org/W1741129279","https://openalex.org/W1857080696","https://openalex.org/W1878258539","https://openalex.org/W1967163031","https://openalex.org/W1967186439","https://openalex.org/W1974001716","https://openalex.org/W1982388674","https://openalex.org/W1992467978","https://openalex.org/W2000000530","https://openalex.org/W2012743205","https://openalex.org/W2013172515","https://openalex.org/W2016771288","https://openalex.org/W2030742428","https://openalex.org/W2034905316","https://openalex.org/W2051695317","https://openalex.org/W2052991248","https://openalex.org/W2059842445","https://openalex.org/W2062444881","https://openalex.org/W2063817871","https://openalex.org/W2068848953","https://openalex.org/W2069202396","https://openalex.org/W2072405256","https://openalex.org/W2078275311","https://openalex.org/W2078858867","https://openalex.org/W2083927153","https://openalex.org/W2084922904","https://openalex.org/W2086485261","https://openalex.org/W2114355634","https://openalex.org/W2119982438","https://openalex.org/W2125916419","https://openalex.org/W2128306614","https://openalex.org/W2135733203","https://openalex.org/W2139440005","https://openalex.org/W2149829010","https://openalex.org/W2152952447","https://openalex.org/W2153099981","https://openalex.org/W2165108527","https://openalex.org/W2191222448","https://openalex.org/W2200566924","https://openalex.org/W2284539364","https://openalex.org/W2299565249","https://openalex.org/W2395965088","https://openalex.org/W2400728031","https://openalex.org/W2462638660","https://openalex.org/W2507538975","https://openalex.org/W2541368816","https://openalex.org/W2543017634","https://openalex.org/W2558340819","https://openalex.org/W2561962159","https://openalex.org/W2566352549","https://openalex.org/W2593591744","https://openalex.org/W2745869571","https://openalex.org/W2772030296","https://openalex.org/W2773642388","https://openalex.org/W2775577467","https://openalex.org/W2776937175","https://openalex.org/W2792983091","https://openalex.org/W2798462210","https://openalex.org/W2806561548","https://openalex.org/W2809504579","https://openalex.org/W2890596001","https://openalex.org/W2908052439","https://openalex.org/W2909616014","https://openalex.org/W2913213578","https://openalex.org/W2915227865","https://openalex.org/W2916253847","https://openalex.org/W2918257301","https://openalex.org/W2918834327","https://openalex.org/W2940689983","https://openalex.org/W2940859255","https://openalex.org/W2946053491","https://openalex.org/W2946503697","https://openalex.org/W2952319621","https://openalex.org/W2953322230","https://openalex.org/W2963459241","https://openalex.org/W2964348594","https://openalex.org/W2981727217","https://openalex.org/W2986507109","https://openalex.org/W2986544402","https://openalex.org/W2990272570","https://openalex.org/W2990447762","https://openalex.org/W2998175747","https://openalex.org/W2998449599","https://openalex.org/W3003475598","https://openalex.org/W3019242397","https://openalex.org/W3031941587","https://openalex.org/W3048054025","https://openalex.org/W3082944873","https://openalex.org/W3094475019","https://openalex.org/W3094910079","https://openalex.org/W3099561884","https://openalex.org/W3121502893","https://openalex.org/W3124608938","https://openalex.org/W3127966304","https://openalex.org/W3128646645","https://openalex.org/W3138525496","https://openalex.org/W3139348042","https://openalex.org/W3162589962","https://openalex.org/W3173800204","https://openalex.org/W3177010161","https://openalex.org/W3184501114","https://openalex.org/W3185855491","https://openalex.org/W3195475698","https://openalex.org/W4231750294","https://openalex.org/W6978164982"],"related_works":["https://openalex.org/W2766604260","https://openalex.org/W2986507176","https://openalex.org/W3160711233","https://openalex.org/W4220996320","https://openalex.org/W3018421652","https://openalex.org/W2056016498","https://openalex.org/W2996856019","https://openalex.org/W4319301798","https://openalex.org/W2470368200","https://openalex.org/W2912288872"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":8}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}