{"id":"https://openalex.org/W3003949976","doi":"https://doi.org/10.1007/s10278-019-00295-z","title":"Computer-Aided Histopathological Image Analysis Techniques for Automated Nuclear Atypia Scoring of Breast Cancer: a Review","display_name":"Computer-Aided Histopathological Image Analysis Techniques for Automated Nuclear Atypia Scoring of Breast Cancer: a Review","publication_year":2020,"publication_date":"2020-01-27","ids":{"openalex":"https://openalex.org/W3003949976","doi":"https://doi.org/10.1007/s10278-019-00295-z","mag":"3003949976","pmid":"https://pubmed.ncbi.nlm.nih.gov/31989390"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-019-00295-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00295-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00295-z.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"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":"Journal of Digital Imaging","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00295-z.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052461495","display_name":"Asha Das","orcid":"https://orcid.org/0000-0003-4360-0092"},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Asha Das","raw_affiliation_strings":["Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India. ashadas2000@gmail.com","Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India. ashadas2000@gmail.com","institution_ids":["https://openalex.org/I20497027"]},{"raw_affiliation_string":"Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India","institution_ids":["https://openalex.org/I20497027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061094780","display_name":"Madhu S. Nair","orcid":"https://orcid.org/0000-0001-6039-5727"},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Madhu S. Nair","raw_affiliation_strings":["Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India","institution_ids":["https://openalex.org/I20497027"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049377572","display_name":"S. David Peter","orcid":null},"institutions":[{"id":"https://openalex.org/I20497027","display_name":"Cochin University of Science and Technology","ror":"https://ror.org/00a4kqq17","country_code":"IN","type":"education","lineage":["https://openalex.org/I20497027"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. David Peter","raw_affiliation_strings":["Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence & Computer Vision Lab, Department of Computer Science, Cochin University of Science and Technology, Kochi, Kerala, 682022, India","institution_ids":["https://openalex.org/I20497027"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5052461495"],"corresponding_institution_ids":["https://openalex.org/I20497027"],"apc_list":{"value":3190,"currency":"EUR","value_usd":4190},"apc_paid":null,"fwci":8.9162,"has_fulltext":true,"cited_by_count":104,"citation_normalized_percentile":{"value":0.98247611,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"33","issue":"5","first_page":"1091","last_page":"1121"},"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":0.9563000202178955,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9542999863624573,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7222232818603516},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.6320546269416809},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6315701007843018},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.5927280783653259},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5406495928764343},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48729026317596436},{"id":"https://openalex.org/keywords/atypia","display_name":"Atypia","score":0.444990336894989},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4428296685218811},{"id":"https://openalex.org/keywords/nuclear-atypia","display_name":"Nuclear atypia","score":0.41453564167022705},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.403672456741333},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.33172136545181274},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.267153799533844},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.21060135960578918},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20389771461486816}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7222232818603516},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6320546269416809},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6315701007843018},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.5927280783653259},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5406495928764343},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48729026317596436},{"id":"https://openalex.org/C2781283455","wikidata":"https://www.wikidata.org/wiki/Q1960558","display_name":"Atypia","level":2,"score":0.444990336894989},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4428296685218811},{"id":"https://openalex.org/C2781289014","wikidata":"https://www.wikidata.org/wiki/Q7068032","display_name":"Nuclear atypia","level":3,"score":0.41453564167022705},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.403672456741333},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.33172136545181274},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.267153799533844},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.21060135960578918},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20389771461486816},{"id":"https://openalex.org/C204232928","wikidata":"https://www.wikidata.org/wiki/Q899285","display_name":"Immunohistochemistry","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1007/s10278-019-00295-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00295-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00295-z.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"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":"Journal of Digital Imaging","raw_type":"journal-article"},{"id":"pmid:31989390","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31989390","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":"Journal of digital imaging","raw_type":null},{"id":"pmh:oai:europepmc.org:7372929","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC7573034","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7573034","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7573034","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Digit Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10278-019-00295-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00295-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00295-z.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"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":"Journal of Digital Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8799999952316284}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3003949976.pdf","grobid_xml":"https://content.openalex.org/works/W3003949976.grobid-xml"},"referenced_works_count":77,"referenced_works":["https://openalex.org/W31436600","https://openalex.org/W202300470","https://openalex.org/W1516417927","https://openalex.org/W1573167384","https://openalex.org/W1597336200","https://openalex.org/W1617145133","https://openalex.org/W1618587350","https://openalex.org/W1670560428","https://openalex.org/W1851002272","https://openalex.org/W1923884056","https://openalex.org/W1977885560","https://openalex.org/W1982716740","https://openalex.org/W2007296198","https://openalex.org/W2010871781","https://openalex.org/W2014676949","https://openalex.org/W2036304194","https://openalex.org/W2051765910","https://openalex.org/W2055398836","https://openalex.org/W2056263701","https://openalex.org/W2057114171","https://openalex.org/W2067622074","https://openalex.org/W2097061348","https://openalex.org/W2103243046","https://openalex.org/W2103975689","https://openalex.org/W2104256360","https://openalex.org/W2111574404","https://openalex.org/W2122394460","https://openalex.org/W2130900820","https://openalex.org/W2132031490","https://openalex.org/W2132162500","https://openalex.org/W2134993189","https://openalex.org/W2137853125","https://openalex.org/W2138763931","https://openalex.org/W2143093135","https://openalex.org/W2143701388","https://openalex.org/W2148117632","https://openalex.org/W2148309496","https://openalex.org/W2158698691","https://openalex.org/W2159257032","https://openalex.org/W2330219538","https://openalex.org/W2344480160","https://openalex.org/W2398665893","https://openalex.org/W2418166239","https://openalex.org/W2462002843","https://openalex.org/W2474066160","https://openalex.org/W2547944663","https://openalex.org/W2560811265","https://openalex.org/W2586329273","https://openalex.org/W2593764740","https://openalex.org/W2607189868","https://openalex.org/W2609584387","https://openalex.org/W2613181504","https://openalex.org/W2620578070","https://openalex.org/W2708846726","https://openalex.org/W2716665989","https://openalex.org/W2735991220","https://openalex.org/W2738951596","https://openalex.org/W2765876398","https://openalex.org/W2771292748","https://openalex.org/W2785343799","https://openalex.org/W2788362500","https://openalex.org/W2791915981","https://openalex.org/W2801370692","https://openalex.org/W2801540580","https://openalex.org/W2805860889","https://openalex.org/W2844346722","https://openalex.org/W2897484797","https://openalex.org/W2900257566","https://openalex.org/W2914689766","https://openalex.org/W2929968583","https://openalex.org/W2947272707","https://openalex.org/W2962934138","https://openalex.org/W2963395517","https://openalex.org/W3098150009","https://openalex.org/W3143437408","https://openalex.org/W4234081105","https://openalex.org/W4250183413"],"related_works":["https://openalex.org/W4240827488","https://openalex.org/W2089256061","https://openalex.org/W2052952645","https://openalex.org/W1592307055","https://openalex.org/W4386564352","https://openalex.org/W2400206214","https://openalex.org/W2349737588","https://openalex.org/W4281389775","https://openalex.org/W2284654487","https://openalex.org/W4210393308"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":6},{"year":2012,"cited_by_count":1}],"updated_date":"2026-03-28T08:17:26.163206","created_date":"2025-10-10T00:00:00"}
