{"id":"https://openalex.org/W4387878287","doi":"https://doi.org/10.3233/faia230679","title":"Longitudinal Segmentation of Multiple Sclerosis Lesions Using nnU-Net Architecture","display_name":"Longitudinal Segmentation of Multiple Sclerosis Lesions Using nnU-Net Architecture","publication_year":2023,"publication_date":"2023-10-19","ids":{"openalex":"https://openalex.org/W4387878287","doi":"https://doi.org/10.3233/faia230679"},"language":"en","primary_location":{"id":"doi:10.3233/faia230679","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia230679","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230679","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230679","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018812303","display_name":"Eloy Mart\u00ednez\u2010Heras","orcid":"https://orcid.org/0000-0001-9937-3162"},"institutions":[{"id":"https://openalex.org/I4210160192","display_name":"Consorci Institut D'Investigacions Biomediques August Pi I Sunyer","ror":"https://ror.org/054vayn55","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210160192","https://openalex.org/I4387153040"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Eloy Mart\u00ednez-Heras","raw_affiliation_strings":["Neuroimmunology and Multiple Sclerosis Unit, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Neuroimmunology and Multiple Sclerosis Unit, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I71999127","https://openalex.org/I4210160192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093112937","display_name":"Adrian Vicente-Gomez","orcid":"https://orcid.org/0009-0001-0421-559X"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Adrian Vicente-Gomez","raw_affiliation_strings":["e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090701183","display_name":"Francesc Viv\u00f3","orcid":"https://orcid.org/0000-0002-6409-1197"},"institutions":[{"id":"https://openalex.org/I4210160192","display_name":"Consorci Institut D'Investigacions Biomediques August Pi I Sunyer","ror":"https://ror.org/054vayn55","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210160192","https://openalex.org/I4387153040"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francesc Viv\u00f3","raw_affiliation_strings":["Neuroimmunology and Multiple Sclerosis Unit, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Neuroimmunology and Multiple Sclerosis Unit, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I71999127","https://openalex.org/I4210160192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015162553","display_name":"Marcos D\u00edaz-Hurtado","orcid":"https://orcid.org/0000-0003-1528-5873"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marcos Diaz-Hurtado","raw_affiliation_strings":["e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069328602","display_name":"Baris Kanber","orcid":"https://orcid.org/0000-0003-2443-8800"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Baris Kanber","raw_affiliation_strings":["Centre for Medical Image Computing, University College London, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Centre for Medical Image Computing, University College London, London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005323724","display_name":"Jordi Casas-Roma","orcid":"https://orcid.org/0000-0002-0617-3303"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jordi Casas-Roma","raw_affiliation_strings":["e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010243880","display_name":"Sara Llufri\u00fa","orcid":"https://orcid.org/0000-0003-4273-9121"},"institutions":[{"id":"https://openalex.org/I4210160192","display_name":"Consorci Institut D'Investigacions Biomediques August Pi I Sunyer","ror":"https://ror.org/054vayn55","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210160192","https://openalex.org/I4387153040"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sara Llufriu","raw_affiliation_strings":["Neuroimmunology and Multiple Sclerosis Unit, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Neuroimmunology and Multiple Sclerosis Unit, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I71999127","https://openalex.org/I4210160192"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054815949","display_name":"Ferr\u00e1n Prados","orcid":"https://orcid.org/0000-0002-7872-0142"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]},{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]},{"id":"https://openalex.org/I34931013","display_name":"National Institute for Health Research","ror":"https://ror.org/0187kwz08","country_code":"GB","type":"government","lineage":["https://openalex.org/I34931013"]},{"id":"https://openalex.org/I4210151618","display_name":"National Hospital for Neurology and Neurosurgery","ror":"https://ror.org/048b34d51","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1340918713","https://openalex.org/I4210151618"]},{"id":"https://openalex.org/I4391767825","display_name":"NIHR Biomedical Research Centre at The Royal Marsden and the ICR","ror":"https://ror.org/014ktry78","country_code":null,"type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I142947616","https://openalex.org/I34931013","https://openalex.org/I4391767825"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["ES","GB"],"is_corresponding":false,"raw_author_name":"Ferran Prados","raw_affiliation_strings":["Centre for Medical Image Computing, University College London, London, United Kingdom","National Institute for Health Research Biomedical Research Centre at UCL and UCLH, London, United Kingdom","Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom","e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain","Centre for Medical Image Computing, University College London, London, United Kingdom; National Institute for Health Research Biomedical Research Centre at UCL and UCLH, London, United Kingdom; Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Centre for Medical Image Computing, University College London, London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"National Institute for Health Research Biomedical Research Centre at UCL and UCLH, London, United Kingdom","institution_ids":["https://openalex.org/I45129253","https://openalex.org/I34931013","https://openalex.org/I4391767825"]},{"raw_affiliation_string":"Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom","institution_ids":["https://openalex.org/I166337079","https://openalex.org/I45129253","https://openalex.org/I4210151618"]},{"raw_affiliation_string":"e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I138847295"]},{"raw_affiliation_string":"Centre for Medical Image Computing, University College London, London, United Kingdom; National Institute for Health Research Biomedical Research Centre at UCL and UCLH, London, United Kingdom; Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; e-Health Center, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I34931013","https://openalex.org/I45129253","https://openalex.org/I138847295","https://openalex.org/I4391767825"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5018812303"],"corresponding_institution_ids":["https://openalex.org/I4210160192","https://openalex.org/I71999127"],"apc_list":null,"apc_paid":null,"fwci":1.6353,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8539613,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.964900016784668,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.964900016784668,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10137","display_name":"Multiple Sclerosis Research Studies","score":0.9395999908447266,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/context","display_name":"Context (archaeology)","score":0.7144373655319214},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.709254801273346},{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"Multiple sclerosis","score":0.6572927236557007},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.6297285556793213},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43700069189071655},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.43588533997535706},{"id":"https://openalex.org/keywords/fluid-attenuated-inversion-recovery","display_name":"Fluid-attenuated inversion recovery","score":0.43397632241249084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37987565994262695},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.27569252252578735}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.7144373655319214},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.709254801273346},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.6572927236557007},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.6297285556793213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43700069189071655},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.43588533997535706},{"id":"https://openalex.org/C101070640","wikidata":"https://www.wikidata.org/wiki/Q3737215","display_name":"Fluid-attenuated inversion recovery","level":3,"score":0.43397632241249084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37987565994262695},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.27569252252578735},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia230679","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia230679","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230679","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia230679","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia230679","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230679","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2344647274","display_name":null,"funder_award_id":"PI15/00587","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"},{"id":"https://openalex.org/G2932558497","display_name":null,"funder_award_id":"PI18/01030","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"},{"id":"https://openalex.org/G3514550006","display_name":null,"funder_award_id":"Centre","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5097101486","display_name":null,"funder_award_id":"PI15/00587","funder_id":"https://openalex.org/F4320336576","funder_display_name":"Spanish National Plan for Scientific and Technical Research and Innovation"},{"id":"https://openalex.org/G5116115579","display_name":null,"funder_award_id":"PI18/01030","funder_id":"https://openalex.org/F4320336576","funder_display_name":"Spanish National Plan for Scientific and Technical Research and Innovation"},{"id":"https://openalex.org/G5556984391","display_name":null,"funder_award_id":"(ISCIII","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"},{"id":"https://openalex.org/G7916594972","display_name":null,"funder_award_id":"PI21/01189","funder_id":"https://openalex.org/F4320336576","funder_display_name":"Spanish National Plan for Scientific and Technical Research and Innovation"},{"id":"https://openalex.org/G8263374727","display_name":null,"funder_award_id":"PI21/01189","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"}],"funders":[{"id":"https://openalex.org/F4320315071","display_name":"NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320325311","display_name":"University College London Hospitals NHS Foundation Trust","ror":"https://ror.org/042fqyp44"},{"id":"https://openalex.org/F4320334923","display_name":"Instituto de Salud Carlos III","ror":"https://ror.org/00ca2c886"},{"id":"https://openalex.org/F4320336576","display_name":"Spanish National Plan for Scientific and Technical Research and Innovation","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387878287.pdf"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2117340355","https://openalex.org/W2145994078","https://openalex.org/W2306330850","https://openalex.org/W2479063986","https://openalex.org/W2575552683","https://openalex.org/W2777074421","https://openalex.org/W2968446587","https://openalex.org/W3112701542","https://openalex.org/W3204149255","https://openalex.org/W4286433003","https://openalex.org/W4300844152","https://openalex.org/W4307165495","https://openalex.org/W4365130931","https://openalex.org/W6628801912"],"related_works":["https://openalex.org/W2397888002","https://openalex.org/W2356247871","https://openalex.org/W2373716292","https://openalex.org/W2381429000","https://openalex.org/W2364564193","https://openalex.org/W2131742827","https://openalex.org/W2393352769","https://openalex.org/W2408873457","https://openalex.org/W4309923383","https://openalex.org/W2379466970"],"abstract_inverted_index":{"Multiple":[0],"sclerosis":[1,91,183],"is":[2,23,76,128],"a":[3,79,107,109],"chronic":[4],"autoimmune":[5],"disease":[6],"that":[7,115,133,144],"affects":[8],"the":[9,27,46,61,71,82,149,162,169,177,190],"central":[10],"nervous":[11],"systems.":[12],"The":[13,34,97,125,151],"detection":[14,83,178],"of":[15,29,48,65,73,84,111,159,171,181,192],"new":[16,85,142],"lesions":[17,86,143,184],"through":[18],"conventional":[19],"magnetic":[20,94],"resonance":[21,95],"imaging":[22],"particularly":[24,54,188],"important":[25],"in":[26,36,40,55,87,148,185,189],"management":[28],"people":[30,88],"with":[31,89],"multiple":[32,52,90,182],"sclerosis.":[33],"advancements":[35],"machine":[37,172],"learning":[38,113,173],"technology":[39],"recent":[41],"years":[42],"have":[43,146],"significantly":[44],"transformed":[45],"analysis":[47],"medical":[49],"images":[50,104],"for":[51,81,121,175],"sclerosis,":[53],"identifying":[56,141],"and":[57,63,138,179],"segmenting":[58],"lesions.,":[59],"improving":[60,176],"accuracy":[62],"efficiency":[64],"this":[66,69,74,166],"process.":[67],"In":[68],"context,":[70],"objective":[72],"work":[75,167],"to":[77,105,130],"develop":[78],"system":[80,99],"using":[92],"consecutive":[93],"scans.":[96],"proposed":[98],"uses":[100],"only":[101],"pre-processed":[102],"FLAIR":[103],"train":[106],"nnU-Net,":[108],"type":[110],"deep":[112],"architecture":[114],"has":[116],"been":[117],"proven":[118],"very":[119],"successful":[120],"image":[122],"segmentation":[123],"tasks.":[124],"resulting":[126],"model":[127,152],"able":[129],"generate":[131],"masks":[132],"highlight":[134],"changes":[135],"between":[136],"baseline":[137],"follow-up":[139],"images,":[140],"may":[145],"appeared":[147],"meantime.":[150],"achieved":[153],"an":[154],"average":[155],"Dice":[156],"score":[157],"coefficient":[158],"0.58":[160],"on":[161],"evaluation":[163],"set.":[164],"Overall,":[165],"demonstrates":[168],"potential":[170],"tools":[174],"monitoring":[180],"clinical":[186],"practice,":[187],"context":[191],"longitudinal":[193],"studies.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
