{"id":"https://openalex.org/W7225568564","doi":"https://doi.org/10.1016/s0167-8140(26)01506-9","title":"4286 Utilizing Machine Learning on MR-Linac daily images as biomarkers for GBM patients\u2019 response prediction in Adaptive RT: preliminary results","display_name":"4286 Utilizing Machine Learning on MR-Linac daily images as biomarkers for GBM patients\u2019 response prediction in Adaptive RT: preliminary results","publication_year":2026,"publication_date":"2026-05-01","ids":{"openalex":"https://openalex.org/W7225568564","doi":"https://doi.org/10.1016/s0167-8140(26)01506-9"},"language":"en","primary_location":{"id":"doi:10.1016/s0167-8140(26)01506-9","doi":"https://doi.org/10.1016/s0167-8140(26)01506-9","is_oa":false,"landing_page_url":"https://doi.org/10.1016/s0167-8140(26)01506-9","pdf_url":null,"source":{"id":"https://openalex.org/S144507673","display_name":"Radiotherapy and Oncology","issn_l":"0167-8140","issn":["0167-8140","1879-0887"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Radiotherapy and Oncology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5106798966","display_name":"Edoardo Salmeri","orcid":"https://orcid.org/0009-0009-2266-7782","observed_orcids":["https://orcid.org/0009-0009-2266-7782"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Edoardo Salmeri","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104029864","display_name":"Roberto Pellegrini","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Roberto Pellegrini","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000570208","display_name":"Guido Baroni","orcid":"https://orcid.org/0000-0002-5464-0164","observed_orcids":["https://orcid.org/0000-0002-5464-0164"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guido Baroni","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009782102","display_name":"Chiara Paganelli","orcid":"https://orcid.org/0000-0003-4787-8649","observed_orcids":["https://orcid.org/0000-0003-4787-8649"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chiara Paganelli","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015138770","display_name":"Arjun Sahgal","orcid":"https://orcid.org/0000-0001-7991-8970","observed_orcids":["https://orcid.org/0000-0001-7991-8970"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arjun Sahgal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050274195","display_name":"Chia-Lin Eric Tseng","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chia-Lin Eric Tseng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5006329631","display_name":"Angus Z. Lau","orcid":"https://orcid.org/0000-0002-9604-394X","observed_orcids":["https://orcid.org/0000-0002-9604-394X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Angus Lau","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3770,"currency":"USD","value_usd":3770},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"218","issue":null,"first_page":"S197","last_page":"S197"},"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":0.739300012588501,"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":0.739300012588501,"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/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.12099999934434891,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.06530000269412994,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/machine-learning","display_name":"machine learning","score":0.777999997138977},{"id":"https://openalex.org/keywords/mr-linac","display_name":"MR-Linac","score":0.9010000228881836},{"id":"https://openalex.org/keywords/biomarkers","display_name":"biomarkers","score":0.7950000166893005},{"id":"https://openalex.org/keywords/glioblastoma","display_name":"glioblastoma","score":0.9959999918937683},{"id":"https://openalex.org/keywords/adaptive-radiotherapy","display_name":"adaptive radiotherapy","score":0.8560000061988831},{"id":"https://openalex.org/keywords/treatment-response-prediction","display_name":"treatment response prediction","score":0.9750000238418579}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6725000143051147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.637499988079071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5440999865531921},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27160000801086426},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.24959999322891235},{"id":"https://openalex.org/C33507282","wikidata":"https://www.wikidata.org/wiki/Q4680759","display_name":"Adaptive response","level":2,"score":0.24279999732971191},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.22599999606609344},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2223999947309494},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.21199999749660492}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/s0167-8140(26)01506-9","doi":"https://doi.org/10.1016/s0167-8140(26)01506-9","is_oa":false,"landing_page_url":"https://doi.org/10.1016/s0167-8140(26)01506-9","pdf_url":null,"source":{"id":"https://openalex.org/S144507673","display_name":"Radiotherapy and Oncology","issn_l":"0167-8140","issn":["0167-8140","1879-0887"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Radiotherapy and Oncology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9391000270843506}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4388483052","https://openalex.org/W2564288443","https://openalex.org/W2758405518","https://openalex.org/W4402044838","https://openalex.org/W4402906877","https://openalex.org/W4410547315","https://openalex.org/W2972792133","https://openalex.org/W3093476780","https://openalex.org/W2759689747","https://openalex.org/W7225583767"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-11-09T00:00:00"}