{"id":"https://openalex.org/W4206920898","doi":"https://doi.org/10.1186/s12911-021-01730-4","title":"A machine learning approach for modeling decisions in the out of hospital cardiac arrest care workflow","display_name":"A machine learning approach for modeling decisions in the out of hospital cardiac arrest care workflow","publication_year":2022,"publication_date":"2022-01-25","ids":{"openalex":"https://openalex.org/W4206920898","doi":"https://doi.org/10.1186/s12911-021-01730-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/35078470"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-021-01730-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01730-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-021-01730-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-021-01730-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033924976","display_name":"Samuel Harford","orcid":null},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel Harford","raw_affiliation_strings":["Department of Mechanical and Industrial Engineering, University of Illinois at Chicago, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035574055","display_name":"Marina Del Rios","orcid":"https://orcid.org/0000-0002-7461-4836"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Marina Del Rios","raw_affiliation_strings":["Department of Emergency Medicine, University of Iowa - Carver College of Medicine, Iowa City, IA, USA. marina-delrios@uiowa.edu","Department of Emergency Medicine, University of Iowa \u2013 Carver College of Medicine, Iowa City, IA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, University of Iowa - Carver College of Medicine, Iowa City, IA, USA. marina-delrios@uiowa.edu","institution_ids":["https://openalex.org/I126307644"]},{"raw_affiliation_string":"Department of Emergency Medicine, University of Iowa \u2013 Carver College of Medicine, Iowa City, IA, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066087394","display_name":"Sara Heinert","orcid":"https://orcid.org/0000-0001-8551-418X"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]},{"id":"https://openalex.org/I2802203029","display_name":"Johnson University","ror":"https://ror.org/04dpnfr42","country_code":"US","type":"education","lineage":["https://openalex.org/I2802203029"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sara Heinert","raw_affiliation_strings":["Department of Emergency Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ, USA","institution_ids":["https://openalex.org/I2802203029","https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109115940","display_name":"Joseph Weber","orcid":null},"institutions":[{"id":"https://openalex.org/I2799932517","display_name":"John H. Stroger, Jr. Hospital of Cook County","ror":"https://ror.org/05626m728","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799932517"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Weber","raw_affiliation_strings":["Department of Emergency Medicine, John H. Stroger, Jr. Hospital, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, John H. Stroger, Jr. Hospital, Chicago, IL, USA","institution_ids":["https://openalex.org/I2799932517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075745347","display_name":"Eddie Markul","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122734","display_name":"Advocate Illinois Masonic Medical Center","ror":"https://ror.org/036vtmj33","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210088488","https://openalex.org/I4210122734"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eddie Markul","raw_affiliation_strings":["Illinois Masonic Medical Center, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Illinois Masonic Medical Center, Chicago, IL, USA","institution_ids":["https://openalex.org/I4210122734"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023232147","display_name":"Katie Tataris","orcid":null},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Katie Tataris","raw_affiliation_strings":["Department of Emergency Medicine, University of Chicago, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110158998","display_name":"Teri Campbell","orcid":null},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Teri Campbell","raw_affiliation_strings":["Department of Emergency Medicine, University of Illinois at Chicago, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067060141","display_name":"Terry L. Vanden Hoek","orcid":"https://orcid.org/0000-0002-1684-7850"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Terry Vanden Hoek","raw_affiliation_strings":["Department of Emergency Medicine, University of Illinois at Chicago, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067563865","display_name":"Houshang Darabi","orcid":"https://orcid.org/0000-0001-7881-6542"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Houshang Darabi","raw_affiliation_strings":["Department of Mechanical and Industrial Engineering, University of Illinois at Chicago, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5035574055"],"corresponding_institution_ids":["https://openalex.org/I126307644"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":4.8773,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.95319125,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"22","issue":"1","first_page":"21","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10645","display_name":"Cardiac Arrest and Resuscitation","score":0.8974000215530396,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"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/T10645","display_name":"Cardiac Arrest and Resuscitation","score":0.8974000215530396,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.033900000154972076,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.014800000004470348,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/return-of-spontaneous-circulation","display_name":"Return of spontaneous circulation","score":0.7839689254760742},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.739361047744751},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5900940299034119},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.5287356376647949},{"id":"https://openalex.org/keywords/emergency-medical-services","display_name":"Emergency medical services","score":0.5149722695350647},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5053172707557678},{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.46048104763031006},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.4228588342666626},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.39027589559555054},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.35764092206954956},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.287910521030426},{"id":"https://openalex.org/keywords/resuscitation","display_name":"Resuscitation","score":0.23479488492012024},{"id":"https://openalex.org/keywords/cardiopulmonary-resuscitation","display_name":"Cardiopulmonary resuscitation","score":0.21546775102615356},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.21171829104423523},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1220303475856781}],"concepts":[{"id":"https://openalex.org/C2778619729","wikidata":"https://www.wikidata.org/wiki/Q7317197","display_name":"Return of spontaneous circulation","level":4,"score":0.7839689254760742},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.739361047744751},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5900940299034119},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.5287356376647949},{"id":"https://openalex.org/C545288138","wikidata":"https://www.wikidata.org/wiki/Q860447","display_name":"Emergency medical services","level":2,"score":0.5149722695350647},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5053172707557678},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.46048104763031006},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4228588342666626},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.39027589559555054},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.35764092206954956},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.287910521030426},{"id":"https://openalex.org/C2778165595","wikidata":"https://www.wikidata.org/wiki/Q5491454","display_name":"Resuscitation","level":2,"score":0.23479488492012024},{"id":"https://openalex.org/C2777055891","wikidata":"https://www.wikidata.org/wiki/Q185325","display_name":"Cardiopulmonary resuscitation","level":3,"score":0.21546775102615356},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.21171829104423523},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1220303475856781},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004632","descriptor_name":"Emergency Medical Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004632","descriptor_name":"Emergency Medical Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004632","descriptor_name":"Emergency Medical Services","qualifier_ui":null,"qualifier_name":null,"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016887","descriptor_name":"Cardiopulmonary Resuscitation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016887","descriptor_name":"Cardiopulmonary Resuscitation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016887","descriptor_name":"Cardiopulmonary Resuscitation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058687","descriptor_name":"Out-of-Hospital Cardiac Arrest","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D058687","descriptor_name":"Out-of-Hospital Cardiac Arrest","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D058687","descriptor_name":"Out-of-Hospital Cardiac Arrest","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D058687","descriptor_name":"Out-of-Hospital Cardiac Arrest","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D058687","descriptor_name":"Out-of-Hospital Cardiac Arrest","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D058687","descriptor_name":"Out-of-Hospital Cardiac Arrest","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-021-01730-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01730-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-021-01730-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:35078470","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35078470","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 informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:e99e4965837846edba8d89c6fda4249c","is_oa":true,"landing_page_url":"https://doaj.org/article/e99e4965837846edba8d89c6fda4249c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 22, Iss 1, Pp 1-9 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8787933","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8787933","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-021-01730-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01730-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-021-01730-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206920898.pdf","grobid_xml":"https://content.openalex.org/works/W4206920898.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W151108041","https://openalex.org/W1986538317","https://openalex.org/W2012835963","https://openalex.org/W2038043003","https://openalex.org/W2064825328","https://openalex.org/W2064825945","https://openalex.org/W2088252378","https://openalex.org/W2089861931","https://openalex.org/W2098473937","https://openalex.org/W2125283600","https://openalex.org/W2135346342","https://openalex.org/W2139916084","https://openalex.org/W2143454261","https://openalex.org/W2157499406","https://openalex.org/W2162878020","https://openalex.org/W2167055426","https://openalex.org/W2225118371","https://openalex.org/W2295598076","https://openalex.org/W2461636488","https://openalex.org/W2473827367","https://openalex.org/W2498119267","https://openalex.org/W2750268731","https://openalex.org/W2765449478","https://openalex.org/W2768348081","https://openalex.org/W2786204509","https://openalex.org/W2789894922","https://openalex.org/W2811095531","https://openalex.org/W2903156192","https://openalex.org/W2910432161","https://openalex.org/W2914902556","https://openalex.org/W2919115771","https://openalex.org/W2922105927","https://openalex.org/W2934399013","https://openalex.org/W2937030683","https://openalex.org/W2937307539","https://openalex.org/W2943491685","https://openalex.org/W2999309192","https://openalex.org/W3037357795","https://openalex.org/W4206246915"],"related_works":["https://openalex.org/W2890944357","https://openalex.org/W19349875","https://openalex.org/W17294516","https://openalex.org/W2890123874","https://openalex.org/W3200649395","https://openalex.org/W2056480067","https://openalex.org/W4226225295","https://openalex.org/W2892202237","https://openalex.org/W1999278655","https://openalex.org/W2167095806"],"abstract_inverted_index":{"BACKGROUND:":[0],"A":[1],"growing":[2],"body":[3],"of":[4,39,52,126,197,211],"research":[5,34],"has":[6],"shown":[7],"that":[8,60,193,203],"machine":[9],"learning":[10],"(ML)":[11],"can":[12],"be":[13],"a":[14,201,233],"useful":[15],"tool":[16,236],"to":[17,56,65,102,112,115,150,237],"predict":[18,62,151],"how":[19],"different":[20],"variable":[21],"combinations":[22],"affect":[23],"out-of-hospital":[24],"cardiac":[25],"arrest":[26],"(OHCA)":[27],"survival":[28,48,216],"outcomes.":[29,49,78,217,227],"However,":[30],"there":[31],"remain":[32],"significant":[33],"gaps":[35],"on":[36,47,147],"the":[37,89,98,137,162,172],"utilization":[38],"ML":[40,58,120,133,167,219,228],"models":[41,59,121],"for":[42,122,178],"decision-making":[43],"and":[44,75,108,118,130,154,180,184,207,225,243],"their":[45,148],"impact":[46],"The":[50,157,169],"purpose":[51],"this":[53],"study":[54],"was":[55],"develop":[57],"effectively":[61,221],"hospital's":[63],"practice":[64],"perform":[66],"coronary":[67],"angiography":[68],"(CA)":[69],"in":[70,97],"adult":[71],"patients":[72,86,198],"after":[73,124],"OHCA":[74,241],"subsequent":[76],"neurologic":[77,226],"METHODS:":[79],"We":[80],"utilized":[81],"all":[82],"(N":[83],"=":[84],"2398)":[85],"treated":[87],"by":[88],"Chicago":[90],"Fire":[91],"Department":[92],"Emergency":[93],"Medical":[94],"Services":[95],"included":[96],"Cardiac":[99],"Arrest":[100],"Registry":[101],"Enhance":[103],"Survival":[104,181],"(CARES)":[105],"between":[106],"2013":[107],"2018":[109],"who":[110],"survived":[111],"hospital":[113,223],"admission":[114],"develop,":[116],"test,":[117],"analyze":[119],"decisions":[123,153,224],"return":[125],"spontaneous":[127],"circulation":[128],"(ROSC)":[129],"patient":[131],"survival.":[132,155],"classification":[134,159],"models,":[135],"including":[136],"Embedded":[138],"Fully":[139],"Convolutional":[140],"Network":[141],"(EFCN)":[142],"model,":[143],"were":[144,182],"compared":[145],"based":[146],"ability":[149],"post-ROSC":[152],"RESULTS:":[156],"EFCN":[158],"model":[160,191],"achieved":[161],"best":[163],"results":[164],"across":[165],"tested":[166],"algorithms.":[168],"area":[170],"under":[171],"receiver":[173],"operating":[174],"characteristic":[175],"curve":[176],"(AUROC)":[177],"CA":[179,202],"0.908":[183],"0.896":[185],"respectively.":[186],"Through":[187],"cohort":[188],"analyses,":[189],"our":[190],"predicts":[192],"18.3%":[194],"(CI":[195,209],"16.4-20.2)":[196],"should":[199],"receive":[200],"did":[204],"not":[205],"originally,":[206],"30.1%":[208],"28.5-31.7)":[210],"these":[212],"would":[213],"experience":[214],"improved":[215],"CONCLUSION:":[218],"modeling":[220,229],"predicted":[222],"may":[230],"serve":[231],"as":[232],"quality":[234],"improvement":[235],"inform":[238],"system":[239],"level":[240],"policies":[242],"treatment":[244],"protocols.":[245]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}