{"id":"https://openalex.org/W3127194137","doi":"https://doi.org/10.1109/access.2021.3058297","title":"Prediction of Stroke Lesion at 90-Day Follow-Up by Fusing Raw DSC-MRI With Parametric Maps Using Deep Learning","display_name":"Prediction of Stroke Lesion at 90-Day Follow-Up by Fusing Raw DSC-MRI With Parametric Maps Using Deep Learning","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3127194137","doi":"https://doi.org/10.1109/access.2021.3058297","mag":"3127194137"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3058297","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3058297","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350648.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350648.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013988501","display_name":"Adriano Pinto","orcid":"https://orcid.org/0000-0001-9397-3722"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Adriano Pinto","raw_affiliation_strings":["Center for Micro-Electro Mechanical Systems (CMEMS-UMinho), University of Minho at Azur\u00e9m, Guimar\u00e3es, Portugal","Support Center for Advanced Neuroimaging, University Institute for Diagnostic and Interventional Neuroradiology, Bern University Hospital, Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Center for Micro-Electro Mechanical Systems (CMEMS-UMinho), University of Minho at Azur\u00e9m, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"Support Center for Advanced Neuroimaging, University Institute for Diagnostic and Interventional Neuroradiology, Bern University Hospital, Bern, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072969054","display_name":"Joana Amorim","orcid":"https://orcid.org/0000-0003-1359-2095"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joana Amorim","raw_affiliation_strings":["Center for Micro-Electro Mechanical Systems (CMEMS-UMinho), University of Minho at Azur\u00e9m, Guimar\u00e3es, Portugal"],"affiliations":[{"raw_affiliation_string":"Center for Micro-Electro Mechanical Systems (CMEMS-UMinho), University of Minho at Azur\u00e9m, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001804995","display_name":"Arsany Hakim","orcid":"https://orcid.org/0000-0001-9431-1069"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arsany Hakim","raw_affiliation_strings":["Support Center for Advanced Neuroimaging, University Institute for Diagnostic and Interventional Neuroradiology, Bern University Hospital, Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Support Center for Advanced Neuroimaging, University Institute for Diagnostic and Interventional Neuroradiology, Bern University Hospital, Bern, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016100261","display_name":"Victor Alves","orcid":"https://orcid.org/0000-0003-1819-7051"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Victor Alves","raw_affiliation_strings":["Centro Algoritmi, University of Minho, Braga, Portugal"],"affiliations":[{"raw_affiliation_string":"Centro Algoritmi, University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060822066","display_name":"Mauricio Reyes","orcid":"https://orcid.org/0000-0002-2434-9990"},"institutions":[{"id":"https://openalex.org/I2801112126","display_name":"University Hospital of Bern","ror":"https://ror.org/01q9sj412","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2801112126"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mauricio Reyes","raw_affiliation_strings":["Healthcare Imaging A.I. Lab, Insel Data Science Center, Bern University Hospital, Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Healthcare Imaging A.I. Lab, Insel Data Science Center, Bern University Hospital, Bern, Switzerland","institution_ids":["https://openalex.org/I2801112126"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063057337","display_name":"Carlos A. Silva","orcid":"https://orcid.org/0000-0002-1015-5095"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Carlos A. Silva","raw_affiliation_strings":["Center for Micro-Electro Mechanical Systems (CMEMS-UMinho), University of Minho at Azur\u00e9m, Guimar\u00e3es, Portugal"],"affiliations":[{"raw_affiliation_string":"Center for Micro-Electro Mechanical Systems (CMEMS-UMinho), University of Minho at Azur\u00e9m, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5013988501"],"corresponding_institution_ids":["https://openalex.org/I99682543"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.5079,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.81853231,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"9","issue":null,"first_page":"26260","last_page":"26270"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9961000084877014,"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9919000267982483,"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":0.6689208149909973},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6453261971473694},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.580904483795166},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.5733870267868042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.561643123626709},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.46626242995262146},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.4579223096370697},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4121691882610321},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.37615686655044556},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3322941064834595},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09214231371879578}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6689208149909973},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6453261971473694},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.580904483795166},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.5733870267868042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.561643123626709},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.46626242995262146},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4579223096370697},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4121691882610321},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.37615686655044556},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3322941064834595},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09214231371879578},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2021.3058297","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3058297","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350648.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4d99077e91ea470bac024c8cd1d93168","is_oa":true,"landing_page_url":"https://doaj.org/article/4d99077e91ea470bac024c8cd1d93168","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 26260-26270 (2021)","raw_type":"article"},{"id":"pmh:oai:repositorium.sdum.uminho.pt:1822/78125","is_oa":false,"landing_page_url":"https://hdl.handle.net/1822/78125","pdf_url":null,"source":{"id":"https://openalex.org/S4306400354","display_name":"Reposit\u00f3riUM (Universidade do Minho)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99682543","host_organization_name":"University of Minho","host_organization_lineage":["https://openalex.org/I99682543"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/access.2021.3058297","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3058297","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350648.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G2582522631","display_name":null,"funder_award_id":"Funda\u00e7\u00e3o para a Ci\u00eancia e Tecnologia","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2987173697","display_name":null,"funder_award_id":"UIDP/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3272457656","display_name":null,"funder_award_id":"UIDB/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3817771866","display_name":null,"funder_award_id":"PD/BD/113968/2015","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7369087554","display_name":null,"funder_award_id":"UIDB/04436/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7744706487","display_name":null,"funder_award_id":"UIDP/04436/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7949088935","display_name":null,"funder_award_id":"UIDB/00319/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3127194137.pdf","grobid_xml":"https://content.openalex.org/works/W3127194137.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1665214252","https://openalex.org/W1901129140","https://openalex.org/W1936750108","https://openalex.org/W2003789900","https://openalex.org/W2010758846","https://openalex.org/W2040107974","https://openalex.org/W2047232697","https://openalex.org/W2047594715","https://openalex.org/W2059337598","https://openalex.org/W2074783305","https://openalex.org/W2097032875","https://openalex.org/W2117340355","https://openalex.org/W2117401497","https://openalex.org/W2133327433","https://openalex.org/W2301358467","https://openalex.org/W2316424049","https://openalex.org/W2321576163","https://openalex.org/W2533998335","https://openalex.org/W2566275463","https://openalex.org/W2570561135","https://openalex.org/W2609408396","https://openalex.org/W2759949155","https://openalex.org/W2768518950","https://openalex.org/W2782823561","https://openalex.org/W2800452457","https://openalex.org/W2803713198","https://openalex.org/W2805291421","https://openalex.org/W2807884646","https://openalex.org/W2890354008","https://openalex.org/W2891010780","https://openalex.org/W2892584940","https://openalex.org/W2902080736","https://openalex.org/W2939901102","https://openalex.org/W2946515371","https://openalex.org/W2950575501","https://openalex.org/W2962914239","https://openalex.org/W2995788887","https://openalex.org/W4242649591","https://openalex.org/W4254926627","https://openalex.org/W6637242042","https://openalex.org/W6639824700","https://openalex.org/W6747271188","https://openalex.org/W6752002930","https://openalex.org/W6752096290"],"related_works":["https://openalex.org/W2327340211","https://openalex.org/W2027542625","https://openalex.org/W4292199793","https://openalex.org/W2282195379","https://openalex.org/W2089784006","https://openalex.org/W2295388821","https://openalex.org/W2102312026","https://openalex.org/W2071433170","https://openalex.org/W2885663991","https://openalex.org/W1016623679"],"abstract_inverted_index":{"Stroke":[0],"is":[1,49],"the":[2,55,86,143,150,160,187,194],"second":[3],"most":[4],"common":[5],"cause":[6],"of":[7,30,45,85,94,162],"death":[8],"in":[9,174,193],"developed":[10],"countries.":[11],"Rapid":[12],"clinical":[13,73],"assessment":[14],"and":[15,25,57,132,157],"intervention":[16],"have":[17],"a":[18,92,103,175],"major":[19],"impact":[20],"on":[21,27,60],"preventing":[22],"infarct":[23,190],"growth":[24],"consequently":[26],"patients'":[28],"quality":[29],"life.":[31],"Clinical":[32],"interventions":[33],"aim":[34,137],"to":[35,53,107,138,147,158],"restore":[36],"perfusion":[37,126,131,145,168],"deficits":[38],"via":[39],"pharmaceutical":[40],"or":[41],"mechanical":[42],"intervention.":[43],"Regardless":[44],"which":[46,89],"reperfusion":[47],"procedure":[48],"used,":[50],"clinicians":[51],"need":[52],"consider":[54],"risks":[56],"benefits":[58],"based":[59],"multi-modal":[61],"neuroimaging":[62],"studies,":[63],"such":[64],"as":[65,68,70],"MRI":[66],"scans,":[67],"well":[69],"their":[71],"own":[72],"experience.":[74],"This":[75,100],"intricate":[76],"decision-making":[77],"process":[78],"would":[79,90],"benefit":[80],"from":[81,125,142,153],"an":[82,117],"automatic":[83],"prediction":[84],"final":[87,188],"infarct,":[88],"provide":[91],"estimation":[93],"tissue":[95,112],"that":[96,122,164],"will":[97],"probably":[98],"infarct.":[99],"paper":[101],"introduces":[102],"deep":[104,119],"learning":[105,120],"method":[106],"automatically":[108,139],"predict":[109],"ischemic":[110],"stroke":[111,189],"outcome.":[113],"The":[114],"authors":[115],"propose":[116],"end-to-end":[118],"architecture":[121],"combines":[123],"information":[124,151,163],"dynamic":[127],"susceptibility":[128],"MRI,":[129],"alongside":[130],"diffusion":[133],"parametric":[134,155],"maps.":[135],"We":[136],"extract":[140],"features":[141],"raw":[144],"DSC-MRI":[146],"further":[148],"complement":[149],"gleaned":[152],"standard":[154],"maps,":[156],"overcome":[159],"loss":[161],"can":[165],"occur":[166],"during":[167],"postprocessing.":[169],"Combining":[170],"both":[171],"data":[172],"types":[173],"single":[176],"architecture,":[177],"with":[178],"dedicated":[179],"paths,":[180],"we":[181],"achieve":[182],"competitive":[183],"results":[184],"when":[185],"predicting":[186],"core":[191],"lesion":[192],"publicly":[195],"available":[196],"ISLES":[197],"2017":[198],"dataset.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}