{"id":"https://openalex.org/W4413050565","doi":"https://doi.org/10.3233/shti251205","title":"Enhancing Cardiac Arrest Prediction in Critically Ill Patients: A Sequence-Based Embedding Approach with Mamba","display_name":"Enhancing Cardiac Arrest Prediction in Critically Ill Patients: A Sequence-Based Embedding Approach with Mamba","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413050565","doi":"https://doi.org/10.3233/shti251205","pmid":"https://pubmed.ncbi.nlm.nih.gov/40776222"},"language":"en","primary_location":{"id":"doi:10.3233/shti251205","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251205","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti251205","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094152833","display_name":"Ukdong Gim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ukdong Gim","raw_affiliation_strings":["VUNO Inc., Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0001-8100-7110","affiliations":[{"raw_affiliation_string":"VUNO Inc., Republic of Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051581288","display_name":"Yunseob Shin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yunseob Shin","raw_affiliation_strings":["VUNO Inc., Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VUNO Inc., Republic of Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004155984","display_name":"Dongjoon Yoo","orcid":"https://orcid.org/0000-0002-8239-8977"},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]},{"id":"https://openalex.org/I191879574","display_name":"Inha University","ror":"https://ror.org/01easw929","country_code":"KR","type":"education","lineage":["https://openalex.org/I191879574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dongjoon Yoo","raw_affiliation_strings":["Department of Critical Care Medicine and Emergency Medicine, Inha University College of Medicine, Republic of Korea","VUNO Inc., Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Critical Care Medicine and Emergency Medicine, Inha University College of Medicine, Republic of Korea","institution_ids":["https://openalex.org/I104338594","https://openalex.org/I191879574"]},{"raw_affiliation_string":"VUNO Inc., Republic of Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039116491","display_name":"Hwa Jin Cho","orcid":"https://orcid.org/0000-0002-2458-8529"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kyungjae Cho","raw_affiliation_strings":["VUNO Inc., Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VUNO Inc., Republic of Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015785293","display_name":"Hyung\u2010Chul Lee","orcid":"https://orcid.org/0000-0003-0048-7958"},"institutions":[{"id":"https://openalex.org/I2802457231","display_name":"New Generation University College","ror":"https://ror.org/015aem925","country_code":"ET","type":"education","lineage":["https://openalex.org/I2802457231"]},{"id":"https://openalex.org/I2802835388","display_name":"Seoul National University Hospital","ror":"https://ror.org/01z4nnt86","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388"]}],"countries":["ET","KR"],"is_corresponding":false,"raw_author_name":"Hyung-Chul Lee","raw_affiliation_strings":["Department of Anesthesiology and Pain Medicine, Seoul National University College of Medicine, Seoul National University Hospital, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesiology and Pain Medicine, Seoul National University College of Medicine, Seoul National University Hospital, Republic of Korea","institution_ids":["https://openalex.org/I2802457231","https://openalex.org/I2802835388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053110186","display_name":"Leerang Lim","orcid":"https://orcid.org/0000-0002-4015-8123"},"institutions":[{"id":"https://openalex.org/I2802457231","display_name":"New Generation University College","ror":"https://ror.org/015aem925","country_code":"ET","type":"education","lineage":["https://openalex.org/I2802457231"]},{"id":"https://openalex.org/I2802835388","display_name":"Seoul National University Hospital","ror":"https://ror.org/01z4nnt86","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388"]}],"countries":["ET","KR"],"is_corresponding":false,"raw_author_name":"Leerang Lim","raw_affiliation_strings":["Department of Anesthesiology and Pain Medicine, Seoul National University College of Medicine, Seoul National University Hospital, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesiology and Pain Medicine, Seoul National University College of Medicine, Seoul National University Hospital, Republic of Korea","institution_ids":["https://openalex.org/I2802457231","https://openalex.org/I2802835388"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089082780","display_name":"Woo Hyun Cho","orcid":"https://orcid.org/0000-0002-8299-8008"},"institutions":[{"id":"https://openalex.org/I4210149111","display_name":"Pusan National University Yangsan Hospital","ror":"https://ror.org/04kgg1090","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I4210149111"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Woo Hyun Cho","raw_affiliation_strings":["Department of Pulmonology, Allergy and Critical Care Medicine, Pusan National University Yangsan Hospital, Republic Of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pulmonology, Allergy and Critical Care Medicine, Pusan National University Yangsan Hospital, Republic Of Korea","institution_ids":["https://openalex.org/I4210149111"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23382056,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"329","issue":null,"first_page":"1768","last_page":"1769"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9135000109672546,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6995735764503479},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6992185115814209},{"id":"https://openalex.org/keywords/critically-ill","display_name":"Critically ill","score":0.6725194454193115},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5544259548187256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49115630984306335},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3788061738014221},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3505505621433258},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.2885324954986572},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.09529286623001099}],"concepts":[{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6995735764503479},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6992185115814209},{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.6725194454193115},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5544259548187256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49115630984306335},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3788061738014221},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3505505621433258},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.2885324954986572},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09529286623001099},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti251205","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251205","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:40776222","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40776222","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti251205","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251205","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W4390065326","https://openalex.org/W4390516098","https://openalex.org/W2979685266","https://openalex.org/W2037549926","https://openalex.org/W2181948922","https://openalex.org/W4211157171","https://openalex.org/W2384362569","https://openalex.org/W2345479200","https://openalex.org/W2966686650"],"abstract_inverted_index":{"We":[0],"developed":[1],"a":[2,25,49],"novel":[3],"model":[4,47],"for":[5,54],"cardiac":[6],"arrest":[7],"prediction":[8],"using":[9],"ICU":[10,56],"data":[11],"from":[12],"SNUH":[13],"and":[14,30,36,51],"externally":[15],"validated":[16],"it":[17],"on":[18],"PNUYH.":[19],"Our":[20],"sequence-based":[21],"embedding":[22],"approach":[23],"with":[24],"Mamba":[26],"encoder":[27],"outperformed":[28],"NEWS":[29],"LightGBM,":[31],"achieving":[32],"AUROC":[33],"0.957":[34],"(internal)":[35],"0.889":[37],"(external).":[38],"This":[39],"study":[40],"highlights":[41],"the":[42,45],"potential":[43],"of":[44],"proposed":[46],"as":[48],"robust":[50],"generalizable":[52],"tool":[53],"early":[55],"intervention.":[57]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
