{"id":"https://openalex.org/W4312884525","doi":"https://doi.org/10.1007/978-3-031-21967-2_4","title":"Machine Learning Approach to\u00a0Predict Metastasis in\u00a0Lung Cancer Based on\u00a0Radiomic Features","display_name":"Machine Learning Approach to\u00a0Predict Metastasis in\u00a0Lung Cancer Based on\u00a0Radiomic Features","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312884525","doi":"https://doi.org/10.1007/978-3-031-21967-2_4"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-21967-2_4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-21967-2_4","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/A5041406070","display_name":"Krzysztof Fujarewicz","orcid":"https://orcid.org/0000-0002-1837-6466"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Krzysztof Fujarewicz","raw_affiliation_strings":["Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-1837-6466","affiliations":[{"raw_affiliation_string":"Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080020963","display_name":"Agata Wilk","orcid":"https://orcid.org/0000-0001-7554-1803"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]},{"id":"https://openalex.org/I4210150880","display_name":"The Maria Sklodowska-Curie National Research Institute of Oncology","ror":"https://ror.org/04qcjsm24","country_code":"PL","type":"healthcare","lineage":["https://openalex.org/I4210150880"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Agata Wilk","raw_affiliation_strings":["Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0001-7554-1803","affiliations":[{"raw_affiliation_string":"Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]},{"raw_affiliation_string":"Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland","institution_ids":["https://openalex.org/I4210150880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032721406","display_name":"Damian Borys","orcid":"https://orcid.org/0000-0003-0229-2601"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]},{"id":"https://openalex.org/I4210150880","display_name":"The Maria Sklodowska-Curie National Research Institute of Oncology","ror":"https://ror.org/04qcjsm24","country_code":"PL","type":"healthcare","lineage":["https://openalex.org/I4210150880"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Damian Borys","raw_affiliation_strings":["Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0003-0229-2601","affiliations":[{"raw_affiliation_string":"Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]},{"raw_affiliation_string":"Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland","institution_ids":["https://openalex.org/I4210150880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031424081","display_name":"Andrea d\u2019Amico","orcid":"https://orcid.org/0000-0003-4632-2139"},"institutions":[{"id":"https://openalex.org/I4210150880","display_name":"The Maria Sklodowska-Curie National Research Institute of Oncology","ror":"https://ror.org/04qcjsm24","country_code":"PL","type":"healthcare","lineage":["https://openalex.org/I4210150880"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Andrea d\u2019Amico","raw_affiliation_strings":["Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0003-4632-2139","affiliations":[{"raw_affiliation_string":"Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland","institution_ids":["https://openalex.org/I4210150880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056954557","display_name":"Rafa\u0142 Suwi\u0144ski","orcid":"https://orcid.org/0000-0002-3895-7938"},"institutions":[{"id":"https://openalex.org/I4210150880","display_name":"The Maria Sklodowska-Curie National Research Institute of Oncology","ror":"https://ror.org/04qcjsm24","country_code":"PL","type":"healthcare","lineage":["https://openalex.org/I4210150880"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Rafa\u0142 Suwi\u0144ski","raw_affiliation_strings":["Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-3895-7938","affiliations":[{"raw_affiliation_string":"Maria Sklodowska-Curie National Research Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-102, Gliwice, Poland","institution_ids":["https://openalex.org/I4210150880"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038298569","display_name":"Andrzej \u015awierniak","orcid":"https://orcid.org/0000-0002-5698-5721"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Andrzej \u015awierniak","raw_affiliation_strings":["Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-5698-5721","affiliations":[{"raw_affiliation_string":"Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5041406070"],"corresponding_institution_ids":["https://openalex.org/I119004910"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.4624,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71597364,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"40","last_page":"50"},"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.7515890598297119},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7146260738372803},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6607741713523865},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6340978145599365},{"id":"https://openalex.org/keywords/metastasis","display_name":"Metastasis","score":0.5953057408332825},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5597692728042603},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5507352352142334},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.528385579586029},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5203101634979248},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45592525601387024},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4287208020687103},{"id":"https://openalex.org/keywords/cancer-metastasis","display_name":"Cancer metastasis","score":0.4228060245513916},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4206509590148926},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.31466206908226013},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.22958749532699585},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1276760995388031}],"concepts":[{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.7515890598297119},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7146260738372803},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6607741713523865},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6340978145599365},{"id":"https://openalex.org/C2779013556","wikidata":"https://www.wikidata.org/wiki/Q181876","display_name":"Metastasis","level":3,"score":0.5953057408332825},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5597692728042603},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5507352352142334},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.528385579586029},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5203101634979248},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45592525601387024},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4287208020687103},{"id":"https://openalex.org/C2992691968","wikidata":"https://www.wikidata.org/wiki/Q181876","display_name":"Cancer metastasis","level":4,"score":0.4228060245513916},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4206509590148926},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31466206908226013},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.22958749532699585},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1276760995388031}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-21967-2_4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-21967-2_4","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":[{"score":0.8500000238418579,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2024492396","https://openalex.org/W2043235003","https://openalex.org/W2076668534","https://openalex.org/W2097475056","https://openalex.org/W2103004421","https://openalex.org/W2128739912","https://openalex.org/W2149168904","https://openalex.org/W2174661749","https://openalex.org/W2321170268","https://openalex.org/W2590837454","https://openalex.org/W2748959367","https://openalex.org/W2767128594","https://openalex.org/W3004135833","https://openalex.org/W4249522930"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W2496284264","https://openalex.org/W4205100762","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W4388577230","https://openalex.org/W4385221818","https://openalex.org/W3030796519","https://openalex.org/W4225316186"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-01-15T23:16:33.117629","created_date":"2025-10-10T00:00:00"}