{"id":"https://openalex.org/W3111291208","doi":"https://doi.org/10.1007/978-3-030-63061-4_24","title":"Regularization Techniques in Radiomics: A Case Study on the Prediction of pCR in Breast Tumours and the Axilla","display_name":"Regularization Techniques in Radiomics: A Case Study on the Prediction of pCR in Breast Tumours and the Axilla","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3111291208","doi":"https://doi.org/10.1007/978-3-030-63061-4_24","mag":"3111291208"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-63061-4_24","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-63061-4_24","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10362/142032","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064430711","display_name":"Eunice Carrasquinha","orcid":"https://orcid.org/0000-0003-3465-4347"},"institutions":[{"id":"https://openalex.org/I113358080","display_name":"Champalimaud Foundation","ror":"https://ror.org/03g001n57","country_code":"PT","type":"facility","lineage":["https://openalex.org/I113358080"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Eunice Carrasquinha","raw_affiliation_strings":["Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-3465-4347","affiliations":[{"raw_affiliation_string":"Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal","institution_ids":["https://openalex.org/I113358080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077039976","display_name":"Jo\u00e3o Santinha","orcid":"https://orcid.org/0000-0001-8174-2943"},"institutions":[{"id":"https://openalex.org/I113358080","display_name":"Champalimaud Foundation","ror":"https://ror.org/03g001n57","country_code":"PT","type":"facility","lineage":["https://openalex.org/I113358080"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Santinha","raw_affiliation_strings":["Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-8174-2943","affiliations":[{"raw_affiliation_string":"Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal","institution_ids":["https://openalex.org/I113358080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025206434","display_name":"Alexander Mongolin","orcid":"https://orcid.org/0000-0002-5928-4082"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Alexander Mongolin","raw_affiliation_strings":["Nova Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-5928-4082","affiliations":[{"raw_affiliation_string":"Nova Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110729108","display_name":"Maria Lisitskiya","orcid":null},"institutions":[{"id":"https://openalex.org/I113358080","display_name":"Champalimaud Foundation","ror":"https://ror.org/03g001n57","country_code":"PT","type":"facility","lineage":["https://openalex.org/I113358080"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Maria Lisitskiya","raw_affiliation_strings":["Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-8402-7643","affiliations":[{"raw_affiliation_string":"Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal","institution_ids":["https://openalex.org/I113358080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101835488","display_name":"Joana Ribeiro","orcid":"https://orcid.org/0000-0001-7947-672X"},"institutions":[{"id":"https://openalex.org/I113358080","display_name":"Champalimaud Foundation","ror":"https://ror.org/03g001n57","country_code":"PT","type":"facility","lineage":["https://openalex.org/I113358080"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joana Ribeiro","raw_affiliation_strings":["Champalimaud Clinical Center, Breast Unit, Av. Brasilia, 1400-038, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-7947-672X","affiliations":[{"raw_affiliation_string":"Champalimaud Clinical Center, Breast Unit, Av. Brasilia, 1400-038, Lisbon, Portugal","institution_ids":["https://openalex.org/I113358080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025554206","display_name":"F\u00e1tima Cardoso","orcid":"https://orcid.org/0000-0002-6692-2249"},"institutions":[{"id":"https://openalex.org/I113358080","display_name":"Champalimaud Foundation","ror":"https://ror.org/03g001n57","country_code":"PT","type":"facility","lineage":["https://openalex.org/I113358080"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"F\u00e1tima Cardoso","raw_affiliation_strings":["Champalimaud Clinical Center, Breast Unit, Av. Brasilia, 1400-038, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-6692-2249","affiliations":[{"raw_affiliation_string":"Champalimaud Clinical Center, Breast Unit, Av. Brasilia, 1400-038, Lisbon, Portugal","institution_ids":["https://openalex.org/I113358080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057794986","display_name":"Celso Matos","orcid":"https://orcid.org/0000-0001-7383-6309"},"institutions":[{"id":"https://openalex.org/I113358080","display_name":"Champalimaud Foundation","ror":"https://ror.org/03g001n57","country_code":"PT","type":"facility","lineage":["https://openalex.org/I113358080"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Celso Matos","raw_affiliation_strings":["Radiology Department, Centre for the Unknown, Champalimaud Foundation, Av. Bras\u00edlia, 1400-038, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-7383-6309","affiliations":[{"raw_affiliation_string":"Radiology Department, Centre for the Unknown, Champalimaud Foundation, Av. Bras\u00edlia, 1400-038, Lisbon, Portugal","institution_ids":["https://openalex.org/I113358080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056916227","display_name":"Leonardo Vanneschi","orcid":"https://orcid.org/0000-0003-4732-3328"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Leonardo Vanneschi","raw_affiliation_strings":["Nova Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-4732-3328","affiliations":[{"raw_affiliation_string":"Nova Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046760392","display_name":"Nickolas Papanikolaou","orcid":"https://orcid.org/0000-0003-3298-2072"},"institutions":[{"id":"https://openalex.org/I113358080","display_name":"Champalimaud Foundation","ror":"https://ror.org/03g001n57","country_code":"PT","type":"facility","lineage":["https://openalex.org/I113358080"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Nickolas Papanikolaou","raw_affiliation_strings":["Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-3298-2072","affiliations":[{"raw_affiliation_string":"Center for the Unknown, Champalimaud Foundation, Computational Clinical Imaging Group, Av. Brasilia, 1400-038, Lisbon, Portugal","institution_ids":["https://openalex.org/I113358080"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.9354,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80544994,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"271","last_page":"281"},"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":1.0,"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":1.0,"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/T10862","display_name":"AI in cancer detection","score":0.998199999332428,"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/T11885","display_name":"MRI in cancer diagnosis","score":0.9945999979972839,"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/radiomics","display_name":"Radiomics","score":0.8205687403678894},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6787413358688354},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.6379095315933228},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.6136116981506348},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.5777952671051025},{"id":"https://openalex.org/keywords/axilla","display_name":"Axilla","score":0.5210118293762207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.493656724691391},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4242561459541321},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38193249702453613},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3598666489124298},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.18931564688682556},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1846970021724701},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.09335169196128845}],"concepts":[{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.8205687403678894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6787413358688354},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6379095315933228},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6136116981506348},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.5777952671051025},{"id":"https://openalex.org/C2776608951","wikidata":"https://www.wikidata.org/wiki/Q499","display_name":"Axilla","level":4,"score":0.5210118293762207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.493656724691391},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4242561459541321},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38193249702453613},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3598666489124298},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.18931564688682556},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1846970021724701},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.09335169196128845},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-63061-4_24","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-63061-4_24","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:run.unl.pt:10362/142032","is_oa":true,"landing_page_url":"http://hdl.handle.net/10362/142032","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference object"}],"best_oa_location":{"id":"pmh:oai:run.unl.pt:10362/142032","is_oa":true,"landing_page_url":"http://hdl.handle.net/10362/142032","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference object"},"sustainable_development_goals":[{"score":0.7699999809265137,"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":18,"referenced_works":["https://openalex.org/W1900820545","https://openalex.org/W2101234009","https://openalex.org/W2106398669","https://openalex.org/W2115709314","https://openalex.org/W2122825543","https://openalex.org/W2127890285","https://openalex.org/W2128739912","https://openalex.org/W2135046866","https://openalex.org/W2138019504","https://openalex.org/W2258675270","https://openalex.org/W2767128594","https://openalex.org/W2771041964","https://openalex.org/W2785884561","https://openalex.org/W2801490189","https://openalex.org/W2938774370","https://openalex.org/W2943477262","https://openalex.org/W2967782982","https://openalex.org/W2979078804"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W2496284264","https://openalex.org/W4205100762","https://openalex.org/W2734724112","https://openalex.org/W2380784125","https://openalex.org/W2810025138","https://openalex.org/W1997711767","https://openalex.org/W4225316186","https://openalex.org/W4387885766","https://openalex.org/W2765894738"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-20T22:02:38.213706","created_date":"2025-10-10T00:00:00"}