{"id":"https://openalex.org/W4412034746","doi":"https://doi.org/10.1186/s12880-025-01807-w","title":"Machine learning-based prognostic prediction for acute ischemic stroke using whole-brain and infarct multi-PLD ASL radiomics","display_name":"Machine learning-based prognostic prediction for acute ischemic stroke using whole-brain and infarct multi-PLD ASL radiomics","publication_year":2025,"publication_date":"2025-07-04","ids":{"openalex":"https://openalex.org/W4412034746","doi":"https://doi.org/10.1186/s12880-025-01807-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/40615945"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-025-01807-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01807-w","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01807-w","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01807-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100344968","display_name":"Zhenyu Wang","orcid":"https://orcid.org/0000-0002-9001-0215"},"institutions":[{"id":"https://openalex.org/I169351748","display_name":"Bengbu Medical College","ror":"https://ror.org/01f8qvj05","country_code":"CN","type":"education","lineage":["https://openalex.org/I169351748"]},{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]},{"id":"https://openalex.org/I4210142329","display_name":"The Second Affiliated Hospital of Bengbu Medical College","ror":"https://ror.org/0441pfj90","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210142329"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhenyu Wang","raw_affiliation_strings":["Department of Radiology, Bengbu Third People's Hospital, Bengbu, Anhui, China","Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Bengbu Third People's Hospital, Bengbu, Anhui, China","institution_ids":["https://openalex.org/I169351748","https://openalex.org/I4210142329"]},{"raw_affiliation_string":"Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China","institution_ids":["https://openalex.org/I4210127567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108353135","display_name":"Chaojun Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]},{"id":"https://openalex.org/I4210086801","display_name":"Affiliated Hospital of Nantong University","ror":"https://ror.org/001rahr89","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210086801"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaojun Jiang","raw_affiliation_strings":["Department of Radiology, The People's Hospital of Danyang, Affiliated Danyang Hospital of Nantong University, Danyang, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The People's Hospital of Danyang, Affiliated Danyang Hospital of Nantong University, Danyang, Jiangsu, China","institution_ids":["https://openalex.org/I4210086801","https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082681724","display_name":"Xianxian Zhang","orcid":"https://orcid.org/0000-0003-1238-1341"},"institutions":[{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianxian Zhang","raw_affiliation_strings":["Department of Neurology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China","institution_ids":["https://openalex.org/I4210127567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046251281","display_name":"Tianchi Mu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianchi Mu","raw_affiliation_strings":["Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China","institution_ids":["https://openalex.org/I4210127567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100411158","display_name":"Qingqing Li","orcid":"https://orcid.org/0000-0001-5496-6044"},"institutions":[{"id":"https://openalex.org/I4210165229","display_name":"The Fifth People\u2019s Hospital of Suzhou","ror":"https://ror.org/05jy72h47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210165229"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingqing Li","raw_affiliation_strings":["Department of Radiology, Suzhou Wuzhong People's Hospital, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Suzhou Wuzhong People's Hospital, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I4210165229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335453","display_name":"Shu Wang","orcid":"https://orcid.org/0000-0002-0408-9247"},"institutions":[{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shu Wang","raw_affiliation_strings":["Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China","institution_ids":["https://openalex.org/I4210127567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110810241","display_name":"Congsong Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Congsong Dong","raw_affiliation_strings":["Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China","institution_ids":["https://openalex.org/I4210127567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101754076","display_name":"Yuan Shen","orcid":"https://orcid.org/0000-0002-7811-1478"},"institutions":[{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Shen","raw_affiliation_strings":["Department of Neurology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China. shen.yuan008@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China. shen.yuan008@163.com","institution_ids":["https://openalex.org/I4210127567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101436075","display_name":"Zhenyu Dai","orcid":"https://orcid.org/0000-0002-7799-1231"},"institutions":[{"id":"https://openalex.org/I4210102741","display_name":"Jiangsu Vocational College of Medicine","ror":"https://ror.org/01jzst437","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210102741"]},{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Dai","raw_affiliation_strings":["Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China. ycsydzy@163.com","Medical Imaging Institute of Jiangsu Medical College, Yancheng, Jiangsu, China. ycsydzy@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China. ycsydzy@163.com","institution_ids":["https://openalex.org/I4210127567"]},{"raw_affiliation_string":"Medical Imaging Institute of Jiangsu Medical College, Yancheng, Jiangsu, China. ycsydzy@163.com","institution_ids":["https://openalex.org/I4210102741"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100405374","display_name":"Fei Chen","orcid":"https://orcid.org/0000-0002-1679-9932"},"institutions":[{"id":"https://openalex.org/I4210102741","display_name":"Jiangsu Vocational College of Medicine","ror":"https://ror.org/01jzst437","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210102741"]},{"id":"https://openalex.org/I4210127567","display_name":"Yancheng Third People's Hospital","ror":"https://ror.org/030cwsf88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210127567"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Chen","raw_affiliation_strings":["Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China. shuibin1988@163.com","Medical Imaging Institute of Jiangsu Medical College, Yancheng, Jiangsu, China. shuibin1988@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Yancheng Third People's Hospital, Affiliated Hospital 6 of Nantong University, Yancheng, Jiangsu, China. shuibin1988@163.com","institution_ids":["https://openalex.org/I4210127567"]},{"raw_affiliation_string":"Medical Imaging Institute of Jiangsu Medical College, Yancheng, Jiangsu, China. shuibin1988@163.com","institution_ids":["https://openalex.org/I4210102741"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5100344968"],"corresponding_institution_ids":["https://openalex.org/I169351748","https://openalex.org/I4210127567","https://openalex.org/I4210142329"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":3.5874,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9302231,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"267","last_page":"267"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10227","display_name":"Acute Ischemic Stroke Management","score":0.6639000177383423,"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":0.6639000177383423,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.20160000026226044,"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/T10816","display_name":"Cerebrovascular and Carotid Artery Diseases","score":0.011900000274181366,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/radiomics","display_name":"Radiomics","score":0.8702727556228638},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.5503586530685425},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48957523703575134},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4829261004924774},{"id":"https://openalex.org/keywords/brain-infarction","display_name":"Brain infarction","score":0.4792237877845764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4631687104701996},{"id":"https://openalex.org/keywords/ischemic-stroke","display_name":"Ischemic stroke","score":0.4596765339374542},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.43206268548965454},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.4147638976573944},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3705454468727112},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3400840163230896},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.26076558232307434},{"id":"https://openalex.org/keywords/ischemia","display_name":"Ischemia","score":0.12832975387573242}],"concepts":[{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.8702727556228638},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.5503586530685425},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48957523703575134},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4829261004924774},{"id":"https://openalex.org/C2994556229","wikidata":"https://www.wikidata.org/wiki/Q1209150","display_name":"Brain infarction","level":3,"score":0.4792237877845764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4631687104701996},{"id":"https://openalex.org/C3020199598","wikidata":"https://www.wikidata.org/wiki/Q12202","display_name":"Ischemic stroke","level":3,"score":0.4596765339374542},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.43206268548965454},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4147638976573944},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3705454468727112},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3400840163230896},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.26076558232307434},{"id":"https://openalex.org/C541997718","wikidata":"https://www.wikidata.org/wiki/Q188151","display_name":"Ischemia","level":2,"score":0.12832975387573242},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","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}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000083242","descriptor_name":"Ischemic Stroke","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000083242","descriptor_name":"Ischemic Stroke","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000083242","descriptor_name":"Ischemic Stroke","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000083242","descriptor_name":"Ischemic Stroke","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":false},{"descriptor_ui":"D002560","descriptor_name":"Cerebrovascular Circulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002560","descriptor_name":"Cerebrovascular Circulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002560","descriptor_name":"Cerebrovascular Circulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002560","descriptor_name":"Cerebrovascular Circulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-025-01807-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01807-w","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01807-w","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:40615945","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40615945","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:fd9948dc565740a1b9ef55896e946cb5","is_oa":true,"landing_page_url":"https://doaj.org/article/fd9948dc565740a1b9ef55896e946cb5","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Imaging, Vol 25, Iss 1, Pp 1-11 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12228200","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12228200","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12880-025-01807-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01807-w","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01807-w","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412034746.pdf","grobid_xml":"https://content.openalex.org/works/W4412034746.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1967076681","https://openalex.org/W1970632050","https://openalex.org/W2037265293","https://openalex.org/W2065565905","https://openalex.org/W2137544933","https://openalex.org/W2143256709","https://openalex.org/W2152173818","https://openalex.org/W2781685738","https://openalex.org/W2799328881","https://openalex.org/W2807472675","https://openalex.org/W2921524827","https://openalex.org/W2975101641","https://openalex.org/W2980755248","https://openalex.org/W3023211159","https://openalex.org/W3136541198","https://openalex.org/W3184751587","https://openalex.org/W3196501633","https://openalex.org/W3201121027","https://openalex.org/W3211565000","https://openalex.org/W4205454162","https://openalex.org/W4226035332","https://openalex.org/W4226438100","https://openalex.org/W4284888886","https://openalex.org/W4289868941","https://openalex.org/W4296004697","https://openalex.org/W4302010721","https://openalex.org/W4309008075","https://openalex.org/W4313544718","https://openalex.org/W4321597771","https://openalex.org/W4321616904","https://openalex.org/W4366818588","https://openalex.org/W4382601540","https://openalex.org/W4384820644","https://openalex.org/W4387445706","https://openalex.org/W4389733233","https://openalex.org/W4394688865","https://openalex.org/W4396619668","https://openalex.org/W4396891966","https://openalex.org/W4403658285","https://openalex.org/W4404228405","https://openalex.org/W4404419222","https://openalex.org/W4406338513","https://openalex.org/W6810566871","https://openalex.org/W6854593580"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W4205100762","https://openalex.org/W2559998622","https://openalex.org/W2605851261","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W2053317661","https://openalex.org/W1986213269","https://openalex.org/W2982735550"],"abstract_inverted_index":{"INTRODUCTION:":[0],"Accurate":[1],"early":[2,322],"prognostic":[3],"prediction":[4,49,324],"for":[5,12,321],"acute":[6],"ischemic":[7],"stroke":[8],"(AIS)":[9],"is":[10,295],"essential":[11],"guiding":[13],"personalized":[14],"treatment.":[15],"This":[16],"study":[17],"aimed":[18],"to":[19,46,82,143,200,279,291,297],"assess":[20],"the":[21,61,126,129,135,164,174,179,183,202,211,221,235,273],"predictive":[22,156,223,229],"value":[23],"of":[24,72,239,268],"radiomics":[25,84,96,152,160,176,192,206,266,275,283,311],"features":[26,57,253,267,276],"from":[27,60,255],"whole-brain":[28,62,149,259,264],"and":[29,45,63,88,92,97,102,111,123,150,178,193,204,248,251,258,288,312,318],"infarct":[30,64,151,245,257,274],"cerebral":[31],"blood":[32],"flow":[33],"(CBF)":[34],"images":[35,71],"using":[36,107,134],"multiple":[37],"post-labeling":[38],"delay":[39],"arterial":[40],"spin":[41],"labeling":[42],"(multi-PLD":[43],"ASL),":[44],"develop":[47],"a":[48,216,316],"model":[50,213,306],"incorporating":[51],"clinical":[52,90,98,103,180,194,203,292,302,313],"risk":[53],"factors.":[54],"METHODS:":[55],"Radiomics":[56],"were":[58,80,105,132,171],"extracted":[59],"regions":[65],"based":[66,214],"on":[67,215],"multi-PLD":[68,269,308],"ASL":[69,270,309],"CBF":[70,260,265,310],"110":[73],"AIS":[74,298,326],"patients.":[75,327],"Five":[76],"machine":[77,219],"learning":[78],"algorithms":[79],"used":[81,142],"construct":[83],"models":[85,94,153,161,177,181,284,287],"(whole-brain,":[86],"infarct,":[87],"combined),":[89],"models,":[91,188,210,293],"comprehensive":[93,187,212,305],"integrating":[95],"data.":[99,303],"Model":[100,115],"performance":[101,198,224],"utility":[104],"assessed":[106],"receiver":[108],"operating":[109],"characteristic":[110],"decision":[112],"curve":[113,130],"analyses.":[114],"stability":[116],"was":[117,141,231],"evaluated":[118],"via":[119],"5000":[120],"permutation":[121],"tests,":[122],"differences":[124,170],"in":[125,325],"area":[127],"under":[128],"(AUC)":[131],"compared":[133,199],"DeLong":[136],"test.":[137],"Shapley":[138],"Additive":[139],"exPlanation":[140],"interpret":[144],"feature":[145],"contributions.":[146],"RESULTS:":[147],"The":[148,158,186,263,304],"showed":[154],"similar":[155],"performance.":[157],"combined":[159,175,205],"generally":[162],"outperformed":[163,285],"infarct-only":[165,286],"models.":[166,207],"Additionally,":[167],"no":[168],"significant":[169],"observed":[172],"between":[173],"across":[182],"five":[184],"algorithms.":[185],"which":[189,294],"integrated":[190],"both":[191,201,256],"features,":[195,247],"demonstrated":[196],"superior":[197],"Among":[208],"all":[209],"support":[217],"vector":[218],"achieved":[220],"highest":[222],"(AUC":[225],"=":[226],"0.904).":[227],"Its":[228],"capability":[230],"primarily":[232],"driven":[233],"by":[234],"baseline":[236],"National":[237],"Institutes":[238],"Health":[240],"Stroke":[241],"Scale":[242],"score,":[243],"age,":[244],"shape":[246],"higher-order":[249],"statistical":[250],"texture":[252],"derived":[254],"images.":[261],"CONCLUSIONS:":[262],"can":[271],"replace":[272],"that":[277],"need":[278],"be":[280],"delineated.":[281],"Combined":[282],"performed":[289],"similarly":[290],"applicable":[296],"patients":[299],"with":[300],"incomplete":[301],"integrates":[307],"data,":[314],"providing":[315],"safe":[317],"accurate":[319],"tool":[320],"prognosis":[323]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
