{"id":"https://openalex.org/W3012090876","doi":"https://doi.org/10.1186/s12859-020-3358-4","title":"A machine learning approach on multiscale texture analysis for breast microcalcification diagnosis","display_name":"A machine learning approach on multiscale texture analysis for breast microcalcification diagnosis","publication_year":2020,"publication_date":"2020-03-01","ids":{"openalex":"https://openalex.org/W3012090876","doi":"https://doi.org/10.1186/s12859-020-3358-4","mag":"3012090876","pmid":"https://pubmed.ncbi.nlm.nih.gov/32164532"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-020-3358-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-020-3358-4","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3358-4","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3358-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021288055","display_name":"Annarita Fanizzi","orcid":"https://orcid.org/0000-0002-2729-9896"},"institutions":[{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210131058","display_name":"Istituto Tumori Bari","ror":"https://ror.org/03jxkz251","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210117053","https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Annarita Fanizzi","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy","institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073443868","display_name":"Teresa M. A. Basile","orcid":"https://orcid.org/0000-0003-4558-3249"},"institutions":[{"id":"https://openalex.org/I4210112283","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Bari","ror":"https://ror.org/022hq6c49","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210112283"]},{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Teresa M. A. Basile","raw_affiliation_strings":["Dip. Interateneo di Fisica \"M. Merlin\", Universit\u00e0 degli Studi di Bari \"A. Moro\", via G. Amendola 173, Bari, Italy","INFN - Istituto Nazionale di Fisica Nucleare, sezione di Bari, via G. Amendola 173, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Dip. Interateneo di Fisica \"M. Merlin\", Universit\u00e0 degli Studi di Bari \"A. Moro\", via G. Amendola 173, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]},{"raw_affiliation_string":"INFN - Istituto Nazionale di Fisica Nucleare, sezione di Bari, via G. Amendola 173, Bari, Italy","institution_ids":["https://openalex.org/I4210112283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041567581","display_name":"L. Losurdo","orcid":"https://orcid.org/0000-0002-4964-7951"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liliana Losurdo","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy. lilianalosurdo@gmail.com"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy. lilianalosurdo@gmail.com","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014383766","display_name":"R. Bellotti","orcid":"https://orcid.org/0000-0003-3198-2708"},"institutions":[{"id":"https://openalex.org/I4210112283","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Bari","ror":"https://ror.org/022hq6c49","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210112283"]},{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Roberto Bellotti","raw_affiliation_strings":["Dip. Interateneo di Fisica \"M. Merlin\", Universit\u00e0 degli Studi di Bari \"A. Moro\", via G. Amendola 173, Bari, Italy","INFN - Istituto Nazionale di Fisica Nucleare, sezione di Bari, via G. Amendola 173, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Dip. Interateneo di Fisica \"M. Merlin\", Universit\u00e0 degli Studi di Bari \"A. Moro\", via G. Amendola 173, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]},{"raw_affiliation_string":"INFN - Istituto Nazionale di Fisica Nucleare, sezione di Bari, via G. Amendola 173, Bari, Italy","institution_ids":["https://openalex.org/I4210112283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024153506","display_name":"U. Bottigli","orcid":"https://orcid.org/0000-0002-0666-3433"},"institutions":[{"id":"https://openalex.org/I102064193","display_name":"University of Siena","ror":"https://ror.org/01tevnk56","country_code":"IT","type":"education","lineage":["https://openalex.org/I102064193"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ubaldo Bottigli","raw_affiliation_strings":["Dip. di Scienze Fisiche, della Terra e dell'Ambiente, Universit\u00e0 degli Studi di Siena, strada Laterina 2, Siena, Italy"],"affiliations":[{"raw_affiliation_string":"Dip. di Scienze Fisiche, della Terra e dell'Ambiente, Universit\u00e0 degli Studi di Siena, strada Laterina 2, Siena, Italy","institution_ids":["https://openalex.org/I102064193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017415667","display_name":"Rosalba Dentamaro","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210131058","display_name":"Istituto Tumori Bari","ror":"https://ror.org/03jxkz251","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210117053","https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rosalba Dentamaro","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy","institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060370471","display_name":"Vittorio Didonna","orcid":"https://orcid.org/0000-0002-1386-7928"},"institutions":[{"id":"https://openalex.org/I4210131058","display_name":"Istituto Tumori Bari","ror":"https://ror.org/03jxkz251","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210117053","https://openalex.org/I4210131058","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vittorio Didonna","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy","institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005537795","display_name":"Alfonso Fausto","orcid":"https://orcid.org/0000-0001-9700-1648"},"institutions":[{"id":"https://openalex.org/I102064193","display_name":"University of Siena","ror":"https://ror.org/01tevnk56","country_code":"IT","type":"education","lineage":["https://openalex.org/I102064193"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alfonso Fausto","raw_affiliation_strings":["Dip. di Diagnostica delle Immagini, Ospedale Universitario di Siena, viale Bracci 16, Siena, Italy"],"affiliations":[{"raw_affiliation_string":"Dip. di Diagnostica delle Immagini, Ospedale Universitario di Siena, viale Bracci 16, Siena, Italy","institution_ids":["https://openalex.org/I102064193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071119263","display_name":"Raffaella Massafra","orcid":"https://orcid.org/0000-0001-8588-261X"},"institutions":[{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210131058","display_name":"Istituto Tumori Bari","ror":"https://ror.org/03jxkz251","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210117053","https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Raffaella Massafra","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy","institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112046912","display_name":"Marco Moschetta","orcid":null},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Moschetta","raw_affiliation_strings":["Dip. Interdisciplinare di Medicina, Universit\u00e0 degli Studi di Bari \"A. Moro\", piazza G. Cesare 11, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Dip. Interdisciplinare di Medicina, Universit\u00e0 degli Studi di Bari \"A. Moro\", piazza G. Cesare 11, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110262965","display_name":"Ondina Popescu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210131058","display_name":"Istituto Tumori Bari","ror":"https://ror.org/03jxkz251","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210117053","https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ondina Popescu","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy","institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063851115","display_name":"Pasquale Tamborra","orcid":"https://orcid.org/0000-0001-6751-8937"},"institutions":[{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210131058","display_name":"Istituto Tumori Bari","ror":"https://ror.org/03jxkz251","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210117053","https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pasquale Tamborra","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy","institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029041995","display_name":"Sabina Tangaro","orcid":"https://orcid.org/0000-0002-1372-3916"},"institutions":[{"id":"https://openalex.org/I4210112283","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Bari","ror":"https://ror.org/022hq6c49","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210112283"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sabina Tangaro","raw_affiliation_strings":["INFN - Istituto Nazionale di Fisica Nucleare, sezione di Bari, via G. Amendola 173, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"INFN - Istituto Nazionale di Fisica Nucleare, sezione di Bari, via G. Amendola 173, Bari, Italy","institution_ids":["https://openalex.org/I4210112283"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045632024","display_name":"Daniele La Forgia","orcid":"https://orcid.org/0000-0002-3902-4523"},"institutions":[{"id":"https://openalex.org/I4210131058","display_name":"Istituto Tumori Bari","ror":"https://ror.org/03jxkz251","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210117053","https://openalex.org/I4210131058","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele La Forgia","raw_affiliation_strings":["I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"I.R.C.C.S. Istituto Tumori \"Giovanni Paolo II\", viale O. Flacco 65, Bari, Italy","institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5021288055"],"corresponding_institution_ids":["https://openalex.org/I4210131058","https://openalex.org/I4210153126"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":4.4608,"has_fulltext":true,"cited_by_count":55,"citation_normalized_percentile":{"value":0.95980025,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"21","issue":"S2","first_page":"91","last_page":"91"},"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":0.9990000128746033,"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":0.9990000128746033,"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":0.9988999962806702,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9779000282287598,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7461276054382324},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7283750772476196},{"id":"https://openalex.org/keywords/microcalcification","display_name":"Microcalcification","score":0.6747852563858032},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6448382139205933},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6414344310760498},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.5366923213005066},{"id":"https://openalex.org/keywords/computer-aided-diagnosis","display_name":"Computer-aided diagnosis","score":0.520112156867981},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4853748083114624},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4519214630126953},{"id":"https://openalex.org/keywords/local-binary-patterns","display_name":"Local binary patterns","score":0.4421460032463074},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.44133320450782776},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4392053782939911},{"id":"https://openalex.org/keywords/digital-mammography","display_name":"Digital mammography","score":0.423494815826416},{"id":"https://openalex.org/keywords/gabor-filter","display_name":"Gabor filter","score":0.4147053360939026},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.2901964783668518},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.19192981719970703},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.14000087976455688},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.10449764132499695},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08928108215332031}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7461276054382324},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7283750772476196},{"id":"https://openalex.org/C2781129008","wikidata":"https://www.wikidata.org/wiki/Q1933877","display_name":"Microcalcification","level":5,"score":0.6747852563858032},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6448382139205933},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6414344310760498},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.5366923213005066},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.520112156867981},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4853748083114624},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4519214630126953},{"id":"https://openalex.org/C87335442","wikidata":"https://www.wikidata.org/wiki/Q2494345","display_name":"Local binary patterns","level":4,"score":0.4421460032463074},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.44133320450782776},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4392053782939911},{"id":"https://openalex.org/C2781281974","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Digital mammography","level":5,"score":0.423494815826416},{"id":"https://openalex.org/C2779883129","wikidata":"https://www.wikidata.org/wiki/Q2447890","display_name":"Gabor filter","level":3,"score":0.4147053360939026},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.2901964783668518},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.19192981719970703},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.14000087976455688},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.10449764132499695},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08928108215332031},{"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/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D002114","descriptor_name":"Calcinosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D002114","descriptor_name":"Calcinosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D002114","descriptor_name":"Calcinosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"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":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1186/s12859-020-3358-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-020-3358-4","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3358-4","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:32164532","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32164532","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:c8d1c82cb1ff4b0b832d4ec3963ee72e","is_oa":true,"landing_page_url":"https://doaj.org/article/c8d1c82cb1ff4b0b832d4ec3963ee72e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 21, Iss S2, Pp 1-11 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7069158","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7069158","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"},{"id":"pmh:oai:ricerca.uniba.it:11586/270179","is_oa":true,"landing_page_url":"https://hdl.handle.net/11586/270179","pdf_url":null,"source":{"id":"https://openalex.org/S4377196296","display_name":"CINECA IRIS Institutional Research Information System (University of Bari Aldo Moro)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5561750","host_organization_name":"University of Bari Aldo Moro","host_organization_lineage":["https://openalex.org/I5561750"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:usiena-air.unisi.it:11365/1115174","is_oa":true,"landing_page_url":"http://hdl.handle.net/11365/1115174","pdf_url":null,"source":{"id":"https://openalex.org/S4377196319","display_name":"Use Siena air (University of Siena)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I102064193","host_organization_name":"University of Siena","host_organization_lineage":["https://openalex.org/I102064193"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1186/s12859-020-3358-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-020-3358-4","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3358-4","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G2076520454","display_name":null,"funder_award_id":"2018-","funder_id":"https://openalex.org/F4320321781","funder_display_name":"Ministero della Salute"},{"id":"https://openalex.org/G3397555612","display_name":null,"funder_award_id":"2018-2020","funder_id":"https://openalex.org/F4320321781","funder_display_name":"Ministero della Salute"},{"id":"https://openalex.org/G8429495935","display_name":null,"funder_award_id":"Ricerca_Corrente","funder_id":"https://openalex.org/F4320321781","funder_display_name":"Ministero della Salute"}],"funders":[{"id":"https://openalex.org/F4320321781","display_name":"Ministero della Salute","ror":"https://ror.org/00789fa95"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3012090876.pdf","grobid_xml":"https://content.openalex.org/works/W3012090876.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W29387942","https://openalex.org/W1640437373","https://openalex.org/W1972978214","https://openalex.org/W1981263152","https://openalex.org/W2000000530","https://openalex.org/W2022774412","https://openalex.org/W2025025456","https://openalex.org/W2038179982","https://openalex.org/W2044381109","https://openalex.org/W2047476724","https://openalex.org/W2050997943","https://openalex.org/W2063087172","https://openalex.org/W2063945200","https://openalex.org/W2064582509","https://openalex.org/W2066387791","https://openalex.org/W2070644180","https://openalex.org/W2077660666","https://openalex.org/W2084161499","https://openalex.org/W2086543716","https://openalex.org/W2115839968","https://openalex.org/W2117424789","https://openalex.org/W2119387367","https://openalex.org/W2119396035","https://openalex.org/W2119605622","https://openalex.org/W2130103520","https://openalex.org/W2132984323","https://openalex.org/W2144405639","https://openalex.org/W2147153911","https://openalex.org/W2152664342","https://openalex.org/W2298437408","https://openalex.org/W2342514857","https://openalex.org/W2343432832","https://openalex.org/W2620342366","https://openalex.org/W2754334825","https://openalex.org/W2794615846","https://openalex.org/W2803358834","https://openalex.org/W2889646458","https://openalex.org/W2911964244","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2754707804","https://openalex.org/W2899444831","https://openalex.org/W2149523249","https://openalex.org/W2017854755","https://openalex.org/W1540588256","https://openalex.org/W2377380133","https://openalex.org/W4378191048","https://openalex.org/W2113364381","https://openalex.org/W3157299848","https://openalex.org/W2593430988"],"abstract_inverted_index":{"The":[0,15],"best":[1],"performing":[2],"result":[3],"obtained":[4],"with":[5],"embedded":[6],"method":[7],"is":[8],"more":[9],"parsimonious":[10],"than":[11],"the":[12,27],"filter":[13],"one.":[14],"SURF":[16],"and":[17],"MinEigen":[18],"algorithms":[19],"provide":[20],"a":[21],"strong":[22],"informative":[23],"content":[24],"useful":[25],"for":[26],"characterization":[28],"of":[29],"microcalcification":[30],"clusters.":[31]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":11}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}