{"id":"https://openalex.org/W4409943604","doi":"https://doi.org/10.1007/978-3-031-87660-8_19","title":"Pathologic Complete Response Prediction with\u00a0Machine Learning Using Hierarchical Attention Feature Extraction","display_name":"Pathologic Complete Response Prediction with\u00a0Machine Learning Using Hierarchical Attention Feature Extraction","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409943604","doi":"https://doi.org/10.1007/978-3-031-87660-8_19"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-87660-8_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-87660-8_19","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093735677","display_name":"Domenico Paolo","orcid":null},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Domenico Paolo","raw_affiliation_strings":["Unit of Computer Systems and Bioinformatics, Department of Engineering, Universita\u2018 Campus Bio-Medico di Roma, Selcetta, Italy"],"raw_orcid":"https://orcid.org/0009-0001-8997-2839","affiliations":[{"raw_affiliation_string":"Unit of Computer Systems and Bioinformatics, Department of Engineering, Universita\u2018 Campus Bio-Medico di Roma, Selcetta, Italy","institution_ids":["https://openalex.org/I155125353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103212719","display_name":"Ciro Russo","orcid":"https://orcid.org/0009-0002-8751-8605"},"institutions":[{"id":"https://openalex.org/I186995768","display_name":"Universit\u00e0 degli studi di Cassino e del Lazio Meridionale","ror":"https://ror.org/04nxkaq16","country_code":"IT","type":"education","lineage":["https://openalex.org/I186995768"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ciro Russo","raw_affiliation_strings":["Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy"],"raw_orcid":"https://orcid.org/0009-0002-8751-8605","affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy","institution_ids":["https://openalex.org/I186995768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067117362","display_name":"G.I. Russo","orcid":"https://orcid.org/0009-0006-5083-7548"},"institutions":[{"id":"https://openalex.org/I186995768","display_name":"Universit\u00e0 degli studi di Cassino e del Lazio Meridionale","ror":"https://ror.org/04nxkaq16","country_code":"IT","type":"education","lineage":["https://openalex.org/I186995768"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giulio Russo","raw_affiliation_strings":["Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy"],"raw_orcid":"https://orcid.org/0009-0006-5083-7548","affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy","institution_ids":["https://openalex.org/I186995768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005999785","display_name":"Carlo Greco","orcid":null},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carlo Greco","raw_affiliation_strings":["Research Unit of Radiation Oncology, Department of Medicine and Surgery, University Campus Bio-Medico di Roma, Selcetta, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1068-5045","affiliations":[{"raw_affiliation_string":"Research Unit of Radiation Oncology, Department of Medicine and Surgery, University Campus Bio-Medico di Roma, Selcetta, Italy","institution_ids":["https://openalex.org/I155125353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060954139","display_name":"Alessio Cortellini","orcid":"https://orcid.org/0000-0002-1209-5735"},"institutions":[{"id":"https://openalex.org/I4210143387","display_name":"Campus Bio Medico University Hospital","ror":"https://ror.org/04gqbd180","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210143387"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessio Cortellini","raw_affiliation_strings":["Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Portillo, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1209-5735","affiliations":[{"raw_affiliation_string":"Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Portillo, Italy","institution_ids":["https://openalex.org/I4210143387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054617465","display_name":"Marco Russano","orcid":"https://orcid.org/0000-0002-6963-3864"},"institutions":[{"id":"https://openalex.org/I4210143387","display_name":"Campus Bio Medico University Hospital","ror":"https://ror.org/04gqbd180","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210143387"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Russano","raw_affiliation_strings":["Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Portillo, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6963-3864","affiliations":[{"raw_affiliation_string":"Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Portillo, Italy","institution_ids":["https://openalex.org/I4210143387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039880019","display_name":"Sara Ramella","orcid":"https://orcid.org/0000-0002-5782-7717"},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Ramella","raw_affiliation_strings":["Research Unit of Radiation Oncology, Department of Medicine and Surgery, University Campus Bio-Medico di Roma, Selcetta, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5782-7717","affiliations":[{"raw_affiliation_string":"Research Unit of Radiation Oncology, Department of Medicine and Surgery, University Campus Bio-Medico di Roma, Selcetta, Italy","institution_ids":["https://openalex.org/I155125353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003216983","display_name":"Paolo Soda","orcid":"https://orcid.org/0000-0003-2621-072X"},"institutions":[{"id":"https://openalex.org/I90267481","display_name":"Ume\u00e5 University","ror":"https://ror.org/05kb8h459","country_code":"SE","type":"education","lineage":["https://openalex.org/I90267481"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Paolo Soda","raw_affiliation_strings":["Department of Diagnostics and Intervention, Ume\u00e5 University, Ume\u00e5, Sweden"],"raw_orcid":"https://orcid.org/0000-0003-2621-072X","affiliations":[{"raw_affiliation_string":"Department of Diagnostics and Intervention, Ume\u00e5 University, Ume\u00e5, Sweden","institution_ids":["https://openalex.org/I90267481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087449376","display_name":"Claudio Marrocco","orcid":"https://orcid.org/0000-0003-0840-7350"},"institutions":[{"id":"https://openalex.org/I186995768","display_name":"Universit\u00e0 degli studi di Cassino e del Lazio Meridionale","ror":"https://ror.org/04nxkaq16","country_code":"IT","type":"education","lineage":["https://openalex.org/I186995768"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Marrocco","raw_affiliation_strings":["Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0840-7350","affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy","institution_ids":["https://openalex.org/I186995768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043790595","display_name":"Alessandro Bria","orcid":"https://orcid.org/0000-0002-2895-6544"},"institutions":[{"id":"https://openalex.org/I186995768","display_name":"Universit\u00e0 degli studi di Cassino e del Lazio Meridionale","ror":"https://ror.org/04nxkaq16","country_code":"IT","type":"education","lineage":["https://openalex.org/I186995768"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Bria","raw_affiliation_strings":["Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy"],"raw_orcid":"https://orcid.org/0000-0002-2895-6544","affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering, University of Cassino and Lazio Meridionale, 03043, Cassino, FR, Italy","institution_ids":["https://openalex.org/I186995768"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023365911","display_name":"Rosa Sicilia","orcid":null},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rosa Sicilia","raw_affiliation_strings":["Unit of Computer Systems and Bioinformatics, Department of Engineering, Universita\u2018 Campus Bio-Medico di Roma, Selcetta, Italy"],"raw_orcid":"https://orcid.org/0000-0002-2513-0827","affiliations":[{"raw_affiliation_string":"Unit of Computer Systems and Bioinformatics, Department of Engineering, Universita\u2018 Campus Bio-Medico di Roma, Selcetta, Italy","institution_ids":["https://openalex.org/I155125353"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5093735677"],"corresponding_institution_ids":["https://openalex.org/I155125353"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1580993,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"255","last_page":"267"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9941999912261963,"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":0.9941999912261963,"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":0.9805999994277954,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8740168809890747},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6519045233726501},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6195582747459412},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5112407207489014},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46943405270576477},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44646716117858887}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8740168809890747},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6519045233726501},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6195582747459412},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5112407207489014},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46943405270576477},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44646716117858887},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-87660-8_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-87660-8_19","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1930624869","https://openalex.org/W2043103956","https://openalex.org/W2119821739","https://openalex.org/W2142827986","https://openalex.org/W2182482244","https://openalex.org/W2228221433","https://openalex.org/W2236169403","https://openalex.org/W2295598076","https://openalex.org/W2402601207","https://openalex.org/W2594685110","https://openalex.org/W2963341956","https://openalex.org/W2967761591","https://openalex.org/W2973759765","https://openalex.org/W3021010739","https://openalex.org/W3041284694","https://openalex.org/W3048179169","https://openalex.org/W3083827450","https://openalex.org/W3116359349","https://openalex.org/W3135548402","https://openalex.org/W3141761622","https://openalex.org/W3156308192","https://openalex.org/W3178223947","https://openalex.org/W3184056280","https://openalex.org/W3186583010","https://openalex.org/W3196911427","https://openalex.org/W3198980621","https://openalex.org/W4223502512","https://openalex.org/W4226332137","https://openalex.org/W4226382697","https://openalex.org/W4312119958","https://openalex.org/W4361190733","https://openalex.org/W4367310581","https://openalex.org/W4380355878","https://openalex.org/W4385245566"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}