{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"omics_type":["Unknown"],"volume":["12(1)"],"submitter":["Kim JT"],"pubmed_abstract":["Clustering stroke patients with similar characteristics to predict subsequent vascular outcome events is critical. This study aimed to compare several clustering methods, particularly a deep neural network-based model, and identify the best clustering method with a maximally distinct 1-year outcome in patients with ischemic stroke. Prospective stroke registry data from a comprehensive stroke center from January 2011 to July 2018 were retrospectively analyzed. Patients with acute ischemic stroke within 7 days of onset were included. The primary outcomes were the composite of all strokes (either hemorrhagic or ischemic), myocardial infarction, and all-cause mortality within one year. Neural network-based clustering models (deep lifetime clustering) were compared with other clustering models "],"journal":["Scientific reports"],"pagination":["9420"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC9177616"],"repository":["biostudies-literature"],"pubmed_title":["Neural network-based clustering model of ischemic stroke patients with a maximally distinct distribution of 1-year vascular outcomes."],"pmcid":["PMC9177616"],"pubmed_authors":["Kim NR","Kim MS","Choi SH","Lee SH","Kim BC","Oh S","Choi J","Park MS","Kim JT"],"additional_accession":[]},"is_claimable":false,"name":"Neural network-based clustering model of ischemic stroke patients with a maximally distinct distribution of 1-year vascular outcomes.","description":"Clustering stroke patients with similar characteristics to predict subsequent vascular outcome events is critical. This study aimed to compare several clustering methods, particularly a deep neural network-based model, and identify the best clustering method with a maximally distinct 1-year outcome in patients with ischemic stroke. Prospective stroke registry data from a comprehensive stroke center from January 2011 to July 2018 were retrospectively analyzed. Patients with acute ischemic stroke within 7 days of onset were included. The primary outcomes were the composite of all strokes (either hemorrhagic or ischemic), myocardial infarction, and all-cause mortality within one year. Neural network-based clustering models (deep lifetime clustering) were compared with other clustering models ","dates":{"release":"2022-01-01T00:00:00Z","publication":"2022 Jun","modification":"2025-04-05T15:05:56.933Z","creation":"2024-12-04T13:10:35.009Z"},"accession":"S-EPMC9177616","cross_references":{"pubmed":["35676413"],"doi":["10.1038/s41598-022-13636-w"]}}