{"id":"https://openalex.org/W7140291142","doi":"https://doi.org/10.1186/s40708-026-00296-z","title":"U-Net-based transfer learning for automated tumour segmentation enabling fully automated [18F]F-DOPA PET analysis in paediatric gliomas","display_name":"U-Net-based transfer learning for automated tumour segmentation enabling fully automated [18F]F-DOPA PET analysis in paediatric gliomas","publication_year":2026,"publication_date":"2026-03-25","ids":{"openalex":"https://openalex.org/W7140291142","doi":"https://doi.org/10.1186/s40708-026-00296-z","pmid":"https://pubmed.ncbi.nlm.nih.gov/41880065"},"language":"en","primary_location":{"id":"doi:10.1186/s40708-026-00296-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-026-00296-z","pdf_url":null,"source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1186/s40708-026-00296-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107023162","display_name":"Michele Mureddu","orcid":null},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Michele Mureddu","raw_affiliation_strings":["Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy. michele.mureddu@edu.unige.it"],"raw_orcid":"https://orcid.org/0009-0005-2334-6850","affiliations":[{"raw_affiliation_string":"Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy. michele.mureddu@edu.unige.it","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031972762","display_name":"Rosella Tr\u00f2","orcid":"https://orcid.org/0000-0002-4915-5295"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rosella Tr\u00f2","raw_affiliation_strings":["Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4915-5295","affiliations":[{"raw_affiliation_string":"Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130544872","display_name":"Federico Giovanni Garau","orcid":null},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Giovanni Garau","raw_affiliation_strings":["Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130616636","display_name":"Nicol\u00f2 Trebino","orcid":null},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicol\u00f2 Trebino","raw_affiliation_strings":["Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082553246","display_name":"Andrea Bianconi","orcid":"https://orcid.org/0000-0002-1014-0731"},"institutions":[{"id":"https://openalex.org/I4210146472","display_name":"Ospedale Policlinico San Martino","ror":"https://ror.org/04d7es448","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210146472","https://openalex.org/I4210153126","https://openalex.org/I4405264730"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Bianconi","raw_affiliation_strings":["U.O. Clinica Neurochirurgica e Neurotraumatologica, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16132, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"U.O. Clinica Neurochirurgica e Neurotraumatologica, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16132, Genoa, Italy","institution_ids":["https://openalex.org/I4210146472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130600972","display_name":"Andrea Rossi","orcid":null},"institutions":[{"id":"https://openalex.org/I2801463291","display_name":"Istituto Giannina Gaslini","ror":"https://ror.org/0424g0k78","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2801463291","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Rossi","raw_affiliation_strings":["NeuroRadiology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroRadiology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy","institution_ids":["https://openalex.org/I2801463291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039381353","display_name":"Antonia Ramaglia","orcid":"https://orcid.org/0000-0003-2998-3322"},"institutions":[{"id":"https://openalex.org/I2801463291","display_name":"Istituto Giannina Gaslini","ror":"https://ror.org/0424g0k78","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2801463291","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonia Ramaglia","raw_affiliation_strings":["NeuroRadiology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroRadiology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy","institution_ids":["https://openalex.org/I2801463291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011232509","display_name":"Antonio Verrico","orcid":"https://orcid.org/0000-0002-4648-4384"},"institutions":[{"id":"https://openalex.org/I2801463291","display_name":"Istituto Giannina Gaslini","ror":"https://ror.org/0424g0k78","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2801463291","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Verrico","raw_affiliation_strings":["Neuro-Oncology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuro-Oncology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy","institution_ids":["https://openalex.org/I2801463291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056036981","display_name":"Claudia Milanaccio","orcid":"https://orcid.org/0000-0002-8023-643X"},"institutions":[{"id":"https://openalex.org/I2801463291","display_name":"Istituto Giannina Gaslini","ror":"https://ror.org/0424g0k78","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2801463291","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudia Milanaccio","raw_affiliation_strings":["Neuro-Oncology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuro-Oncology Unit, IRCCS Istituto Giannina Gaslini, Via Gerolamo Gaslini 5, 16147, Genoa, Italy","institution_ids":["https://openalex.org/I2801463291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130564587","display_name":"Giovanni Morana","orcid":null},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Morana","raw_affiliation_strings":["Department of Neurosciences, University of Turin, Via Cherasco 15, 10126, Turin, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurosciences, University of Turin, Via Cherasco 15, 10126, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040411250","display_name":"Massimiliano Iacozzi","orcid":null},"institutions":[{"id":"https://openalex.org/I3018768319","display_name":"Ente Ospedaliero Ospedali Galliera","ror":"https://ror.org/05bs6ak67","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I3018768319","https://openalex.org/I4405264730"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimiliano Iacozzi","raw_affiliation_strings":["Nuclear Medicine Unit, Ente Ospedaliero Ospedali Galliera, Mura delle Cappuccine 14, 16128, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuclear Medicine Unit, Ente Ospedaliero Ospedali Galliera, Mura delle Cappuccine 14, 16128, Genoa, Italy","institution_ids":["https://openalex.org/I3018768319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079181602","display_name":"Francesco Fiz","orcid":"https://orcid.org/0000-0003-3932-1330"},"institutions":[{"id":"https://openalex.org/I3018768319","display_name":"Ente Ospedaliero Ospedali Galliera","ror":"https://ror.org/05bs6ak67","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I3018768319","https://openalex.org/I4405264730"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Fiz","raw_affiliation_strings":["Nuclear Medicine Unit, Ente Ospedaliero Ospedali Galliera, Mura delle Cappuccine 14, 16128, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuclear Medicine Unit, Ente Ospedaliero Ospedali Galliera, Mura delle Cappuccine 14, 16128, Genoa, Italy","institution_ids":["https://openalex.org/I3018768319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058243561","display_name":"Arnoldo Piccardo","orcid":"https://orcid.org/0000-0002-6779-1471"},"institutions":[{"id":"https://openalex.org/I3018768319","display_name":"Ente Ospedaliero Ospedali Galliera","ror":"https://ror.org/05bs6ak67","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I3018768319","https://openalex.org/I4405264730"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Arnoldo Piccardo","raw_affiliation_strings":["Nuclear Medicine Unit, Ente Ospedaliero Ospedali Galliera, Mura delle Cappuccine 14, 16128, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuclear Medicine Unit, Ente Ospedaliero Ospedali Galliera, Mura delle Cappuccine 14, 16128, Genoa, Italy","institution_ids":["https://openalex.org/I3018768319"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003373369","display_name":"Marco Fato","orcid":"https://orcid.org/0000-0001-8085-2438"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Massimo Fato","raw_affiliation_strings":["Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Via all'Opera Pia 13, 16145, Genoa, Italy","institution_ids":["https://openalex.org/I83816512"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5107023162"],"corresponding_institution_ids":["https://openalex.org/I83816512"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.49691768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.9865999817848206,"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":0.9865999817848206,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.0020000000949949026,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.0013000000035390258,"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/pipeline","display_name":"Pipeline (software)","score":0.6980000138282776},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.679099977016449},{"id":"https://openalex.org/keywords/reproducibility","display_name":"Reproducibility","score":0.671500027179718},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5812000036239624},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5246999859809875},{"id":"https://openalex.org/keywords/fully-automatic","display_name":"Fully automatic","score":0.4740999937057495},{"id":"https://openalex.org/keywords/positron-emission-tomography","display_name":"Positron emission tomography","score":0.4000999927520752},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3952000141143799}],"concepts":[{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6980000138282776},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.679099977016449},{"id":"https://openalex.org/C9893847","wikidata":"https://www.wikidata.org/wiki/Q1425625","display_name":"Reproducibility","level":2,"score":0.671500027179718},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6209999918937683},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.600600004196167},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5812000036239624},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5246999859809875},{"id":"https://openalex.org/C3019831412","wikidata":"https://www.wikidata.org/wiki/Q5778278","display_name":"Fully automatic","level":2,"score":0.4740999937057495},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.4000999927520752},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3952000141143799},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.3928000032901764},{"id":"https://openalex.org/C2780727963","wikidata":"https://www.wikidata.org/wiki/Q5157368","display_name":"Computer-aided","level":2,"score":0.36250001192092896},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.36160001158714294},{"id":"https://openalex.org/C3019060180","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automated method","level":2,"score":0.35760000348091125},{"id":"https://openalex.org/C2777466982","wikidata":"https://www.wikidata.org/wiki/Q5227287","display_name":"Data extraction","level":3,"score":0.33869999647140503},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.336899995803833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33660000562667847},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.32839998602867126},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.3100000023841858},{"id":"https://openalex.org/C2778227246","wikidata":"https://www.wikidata.org/wiki/Q1365309","display_name":"Glioma","level":2,"score":0.30140000581741333},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.29840001463890076},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2786000072956085},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.27810001373291016},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.26649999618530273},{"id":"https://openalex.org/C3018842581","wikidata":"https://www.wikidata.org/wiki/Q488415","display_name":"Short axis","level":3,"score":0.2632000148296356},{"id":"https://openalex.org/C3017724952","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Pet imaging","level":3,"score":0.25540000200271606}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1186/s40708-026-00296-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-026-00296-z","pdf_url":null,"source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},{"id":"pmid:41880065","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41880065","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":"Brain informatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:e794727389614fc99f2b367848dc997c","is_oa":true,"landing_page_url":"https://doaj.org/article/e794727389614fc99f2b367848dc997c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brain Informatics, Vol 13, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13083549","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13083549/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brain Inform","raw_type":"Text"},{"id":"pmh:oai:unige.iris.cineca.it:11567/1300916","is_oa":true,"landing_page_url":"https://hdl.handle.net/11567/1300916","pdf_url":null,"source":{"id":"https://openalex.org/S4377196291","display_name":"CINECA IRIS Institutial Research Information System (University of Genoa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83816512","host_organization_name":"University of Genoa","host_organization_lineage":["https://openalex.org/I83816512"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","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/s40708-026-00296-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-026-00296-z","pdf_url":null,"source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1523980033","https://openalex.org/W1641498739","https://openalex.org/W2030837001","https://openalex.org/W2064461550","https://openalex.org/W2106235379","https://openalex.org/W2117627272","https://openalex.org/W2147391053","https://openalex.org/W2533800772","https://openalex.org/W2751069891","https://openalex.org/W2940491785","https://openalex.org/W2973984026","https://openalex.org/W2979754953","https://openalex.org/W3012412627","https://openalex.org/W3033288987","https://openalex.org/W3095451607","https://openalex.org/W3124164798","https://openalex.org/W3174246647","https://openalex.org/W3197354601","https://openalex.org/W4229445143","https://openalex.org/W4285097303","https://openalex.org/W4285792919","https://openalex.org/W4286908659","https://openalex.org/W4287100534","https://openalex.org/W4292877814","https://openalex.org/W4293579345","https://openalex.org/W4309738287","https://openalex.org/W4312129619","https://openalex.org/W4382653239","https://openalex.org/W4386352772","https://openalex.org/W4387392051","https://openalex.org/W4389426050","https://openalex.org/W4403586459","https://openalex.org/W4406057818","https://openalex.org/W6959738644"],"related_works":[],"abstract_inverted_index":{"PET":[0,48,91,209],"imaging":[1],"with":[2,86,176,190,193,223],"[18F]F-DOPA":[3,90,208],"shows":[4],"great":[5],"promise":[6],"for":[7,44,97,134,211],"assessing":[8],"paediatric":[9,76,212],"gliomas.":[10],"Manual":[11],"tumour":[12,45,191],"delineation":[13],"and":[14,19,47,52,68,104,128,137,196,217,221,232],"parameter":[15,49,219],"extraction":[16,220],"are":[17],"time-consuming":[18],"prone":[20],"to":[21],"inter-operator":[22],"variability.":[23],"We":[24],"evaluated":[25],"whether":[26],"a":[27,40,121,205],"deep":[28,100],"learning":[29,33,101,203],"model,":[30],"leveraging":[31],"transfer":[32],"from":[34,74],"adult":[35],"glioma":[36],"datasets,":[37],"could":[38],"enable":[39],"fully":[41,206],"automated":[42,185],"pipeline":[43,133,210],"segmentation":[46],"extraction.":[50],"Static":[51],"dynamic":[53,89,112,138,218],"parameters":[54,172],"were":[55,94,107],"compared":[56],"across":[57,146],"three":[58],"approaches:":[59],"(i)":[60],"automatic":[61,65,178,207],"vs":[62,66],"semi-automatic,":[63],"(ii)":[64,152],"manual,":[67],"(iii)":[69,156],"manual":[70,166],"vs.":[71],"semi-automatic.":[72],"Data":[73],"103":[75],"patients":[77],"(median":[78],"age":[79],"11":[80],"years;":[81],"54":[82],"females,":[83],"49":[84],"males)":[85],"static":[87,136,186,216],"and/or":[88],"scans":[92],"(2011\u20132024)":[93],"retrospectively":[95],"included":[96,114],"fine-tuning":[98],"the":[99,132,177,194],"model.":[102],"Statistical":[103],"survival":[105,198],"analyses":[106],"performed":[108],"on":[109],"90":[110],"subjects;":[111],"analysis":[113],"32":[115],"patients.":[116],"The":[117],"best":[118],"model":[119],"achieved":[120],"Dice":[122],"score":[123],"of":[124],"0.82":[125],"\u00b1":[126],"0.11":[127],"was":[129],"integrated":[130],"into":[131,238],"extracting":[135],"indices.":[139],"Automatic":[140],"Tumour-to-Striatum":[141],"ratio":[142],"showed":[143],"high":[144],"reproducibility":[145,175],"comparisons":[147],"((i)":[148],"p":[149,153,157],"=":[150,154,158],"0.660,":[151],"0.342,":[155],"0.639),":[159],"while":[160],"Tumour-to-Background":[161],"differed":[162],"significantly":[163,189],"when":[164],"comparing":[165],"delineations":[167],"(p":[168,180,199],"<":[169,200],"0.01).":[170],"Dynamic":[171],"demonstrated":[173],"good":[174],"method":[179],">":[181],"0.05).":[182,201],"Importantly,":[183],"both":[184],"indices":[187],"correlate":[188],"grade,":[192],"overall":[195],"progression-free":[197],"Transfer":[202],"enabled":[204],"gliomas,":[213],"providing":[214],"reproducible":[215],"correlating":[222],"clinically":[224],"relevant":[225],"outcomes.":[226],"This":[227],"approach":[228],"reduces":[229],"operator":[230],"dependence":[231],"streamlines":[233],"analysis,":[234],"supporting":[235],"potential":[236],"integration":[237],"routine":[239],"clinical":[240],"practice.":[241]},"counts_by_year":[],"updated_date":"2026-05-25T08:39:21.599409","created_date":"2026-03-26T00:00:00"}
