{"id":"https://openalex.org/W7135072570","doi":"https://doi.org/10.1007/978-3-658-51100-5_25","title":"Multimodal Classification of Radiation-induced Contrast Enhancement and Tumor Recurrence using Deep Learning","display_name":"Multimodal Classification of Radiation-induced Contrast Enhancement and Tumor Recurrence using Deep Learning","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7135072570","doi":"https://doi.org/10.1007/978-3-658-51100-5_25"},"language":"de","primary_location":{"id":"doi:10.1007/978-3-658-51100-5_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-51100-5_25","pdf_url":null,"source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","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/A5128905173","display_name":"Robin Peretzke","orcid":null},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robin Peretzke","raw_affiliation_strings":["Deutsches Krebsforschungszentrum, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deutsches Krebsforschungszentrum, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117309753","display_name":"Marlin Hanstein","orcid":null},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marlin Hanstein","raw_affiliation_strings":["Deutsches Krebsforschungszentrum, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deutsches Krebsforschungszentrum, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Maximilian Fischer","orcid":null},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Maximilian Fischer","raw_affiliation_strings":["Deutsches Krebsforschungszentrum, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deutsches Krebsforschungszentrum, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128821819","display_name":"Lars Wessel","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lars Wessel","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / DKFZ Heidelberg, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / DKFZ Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128860155","display_name":"Obada Alhalabi","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Obada Alhalabi","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg, Neurochirurgie, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg, Neurochirurgie, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016801239","display_name":"Sebastian Regnery","orcid":"https://orcid.org/0000-0002-6820-884X"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Regnery","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043308994","display_name":"Andreas Kudak","orcid":"https://orcid.org/0000-0002-1474-1403"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Kudak","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / HIRO, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / HIRO, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010687963","display_name":"Maximilian Deng","orcid":"https://orcid.org/0000-0003-4925-7600"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maximilian Deng","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084960047","display_name":"Tanja Eichkorn","orcid":"https://orcid.org/0000-0003-0150-1328"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tanja Eichkorn","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / NCT Heidelberg, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / NCT Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128815213","display_name":"Philipp Hoegen-Sa\u00dfmannshausen","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Hoegen-Sa\u00dfmannshausen","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012081806","display_name":"F. Allmendinger","orcid":"https://orcid.org/0009-0000-1812-7198"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Allmendinger","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069066859","display_name":"Jan-Hendrik Bolten","orcid":"https://orcid.org/0000-0002-5074-2905"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan-Hendrik Bolten","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018494288","display_name":"Philipp Schr\u00f6ter","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Schr\u00f6ter","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128853073","display_name":"Christine Jungk","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christine Jungk","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg, Neurochirurgie, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg, Neurochirurgie, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078003238","display_name":"J\u00fcrgen Debus","orcid":"https://orcid.org/0000-0002-6411-4811"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Debus","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / DKFZ Heidelberg, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / DKFZ Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086949103","display_name":"Peter Neher","orcid":"https://orcid.org/0000-0002-5285-7554"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Peter Neher","raw_affiliation_strings":["DKFZ Heidelberg, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DKFZ Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045520915","display_name":"Laila K\u00f6nig","orcid":"https://orcid.org/0000-0001-8402-6694"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210165970","display_name":"Chirurgische Universit\u00e4tsklinik Heidelberg","ror":"https://ror.org/05fe3fx56","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966","https://openalex.org/I4210165970"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Laila K\u00f6nig","raw_affiliation_strings":["Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4tsklinikum Heidelberg / HIT, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210165970","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5128896666","display_name":"Klaus H. Maier-Hein","orcid":null},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus Maier-Hein","raw_affiliation_strings":["Deutsches Krebsforschungszentrum, Heidelberg, Germany","Medical Image Computing E230, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Baden-W\u00fcrttemberg, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deutsches Krebsforschungszentrum, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I17937529"]},{"raw_affiliation_string":"Medical Image Computing E230, Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Baden-W\u00fcrttemberg, Deutschland","institution_ids":["https://openalex.org/I4210151100","https://openalex.org/I223822909"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":18,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I17937529","https://openalex.org/I4210151100"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.39751553,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"118","last_page":"123"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.7364000082015991,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.7364000082015991,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T11885","display_name":"MRI in cancer diagnosis","score":0.0908999964594841,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.08380000293254852,"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/deep-learning","display_name":"Deep learning","score":0.7878999710083008},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.737500011920929},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5910999774932861},{"id":"https://openalex.org/keywords/radiation-therapy","display_name":"Radiation therapy","score":0.4339999854564667},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.3801000118255615},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.37880000472068787},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.37400001287460327},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.3734999895095825}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7878999710083008},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.737500011920929},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6769999861717224},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5910999774932861},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.557200014591217},{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.4339999854564667},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.3801000118255615},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.37880000472068787},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.37400001287460327},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.3734999895095825},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3700999915599823},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.3465999960899353},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.33379998803138733},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31790000200271606},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.29829999804496765},{"id":"https://openalex.org/C4441509","wikidata":"https://www.wikidata.org/wiki/Q6418787","display_name":"Multimodal therapy","level":2,"score":0.28279998898506165},{"id":"https://openalex.org/C2778902805","wikidata":"https://www.wikidata.org/wiki/Q322177","display_name":"Ablation","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.27250000834465027},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C149550507","wikidata":"https://www.wikidata.org/wiki/Q899360","display_name":"Diffusion MRI","level":3,"score":0.25769999623298645},{"id":"https://openalex.org/C2910607126","wikidata":"https://www.wikidata.org/wiki/Q48790829","display_name":"Multiparametric MRI","level":4,"score":0.25769999623298645},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.25690001249313354}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-658-51100-5_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-51100-5_25","pdf_url":null,"source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7539565563201904}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1849277567","https://openalex.org/W2194775991","https://openalex.org/W2260531355","https://openalex.org/W2968446587","https://openalex.org/W3158596096","https://openalex.org/W4293503761","https://openalex.org/W4306692674","https://openalex.org/W4313488712","https://openalex.org/W4390929516"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2026-03-13T00:00:00"}