{"id":"https://openalex.org/W2150577673","doi":"https://doi.org/10.1186/1472-6947-13-28","title":"Predicting out of intensive care unit cardiopulmonary arrest or death using electronic medical record data","display_name":"Predicting out of intensive care unit cardiopulmonary arrest or death using electronic medical record data","publication_year":2013,"publication_date":"2013-02-27","ids":{"openalex":"https://openalex.org/W2150577673","doi":"https://doi.org/10.1186/1472-6947-13-28","mag":"2150577673","pmid":"https://pubmed.ncbi.nlm.nih.gov/23442316"},"language":"en","primary_location":{"id":"doi:10.1186/1472-6947-13-28","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-13-28","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-13-28","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/10.1186/1472-6947-13-28","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069202474","display_name":"Carlos \u00c1lvarez","orcid":"https://orcid.org/0000-0001-5419-4494"},"institutions":[{"id":"https://openalex.org/I12315562","display_name":"Texas Tech University","ror":"https://ror.org/0405mnx93","country_code":"US","type":"education","lineage":["https://openalex.org/I12315562"]},{"id":"https://openalex.org/I926076166","display_name":"Texas Tech University Health Sciences Center","ror":"https://ror.org/033ztpr93","country_code":"US","type":"education","lineage":["https://openalex.org/I926076166"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Carlos A Alvarez","raw_affiliation_strings":["School of Pharmacy \u2013 Department of Pharmacy Practice, Texas Tech University Health Sciences Center, 5920 Forest Park Rd, Dallas, TX 75235, USA","School of Pharmacy \u2013 Department of Pharmacy Practice, Texas Tech University Health Sciences Center, 5920 Forest Park Rd, Dallas, TX, 75235, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Pharmacy \u2013 Department of Pharmacy Practice, Texas Tech University Health Sciences Center, 5920 Forest Park Rd, Dallas, TX 75235, USA","institution_ids":[]},{"raw_affiliation_string":"School of Pharmacy \u2013 Department of Pharmacy Practice, Texas Tech University Health Sciences Center, 5920 Forest Park Rd, Dallas, TX, 75235, USA","institution_ids":["https://openalex.org/I12315562","https://openalex.org/I926076166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002671147","display_name":"Chris Clark","orcid":"https://orcid.org/0000-0001-9982-7849"},"institutions":[{"id":"https://openalex.org/I4210127257","display_name":"Parkland Center For Clinical Innovation","ror":"https://ror.org/03hrrt833","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210127257"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher A Clark","raw_affiliation_strings":["Parkland Center for Clinical Innovation, 6300 Harry Hines Blvd, Suite 265, Mailstop 83020, Dallas, TX, 75235, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Parkland Center for Clinical Innovation, 6300 Harry Hines Blvd, Suite 265, Mailstop 83020, Dallas, TX, 75235, USA","institution_ids":["https://openalex.org/I4210127257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100366550","display_name":"Song Zhang","orcid":"https://orcid.org/0000-0002-9364-4053"},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Song Zhang","raw_affiliation_strings":["Department of Clinical Sciences \u2013 Biostatistics Division, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Sciences \u2013 Biostatistics Division, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091746173","display_name":"Ethan A. Halm","orcid":"https://orcid.org/0000-0003-3042-2741"},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ethan A Halm","raw_affiliation_strings":["Department of Internal Medicine \u2013 Division of General Internal Medicine, Department of Clinical Sciences \u2013 Division of Outcomes and Health Services Research, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine \u2013 Division of General Internal Medicine, Department of Clinical Sciences \u2013 Division of Outcomes and Health Services Research, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079392483","display_name":"John J. Shannon","orcid":null},"institutions":[{"id":"https://openalex.org/I1286960001","display_name":"Parkland Health & Hospital System","ror":"https://ror.org/04rt7ps04","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1286960001"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John J Shannon","raw_affiliation_strings":["Department of Internal Medicine \u2013 Division of Respiratory and Critical Care Medicine, Parkland Health and Hospital System \u2013 Division of Medical Affairs, University of Texas Southwestern Medical Center, 5201 Harry Hines Blvd, Dallas, TX, 75235, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine \u2013 Division of Respiratory and Critical Care Medicine, Parkland Health and Hospital System \u2013 Division of Medical Affairs, University of Texas Southwestern Medical Center, 5201 Harry Hines Blvd, Dallas, TX, 75235, USA","institution_ids":["https://openalex.org/I1286960001","https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006820172","display_name":"C Girod","orcid":null},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carlos E Girod","raw_affiliation_strings":["Department of Internal Medicine \u2013 Division of Respiratory and Critical Care Medicine, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine \u2013 Division of Respiratory and Critical Care Medicine, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074805995","display_name":"Lauren B. Cooper","orcid":"https://orcid.org/0000-0001-7980-333X"},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lauren Cooper","raw_affiliation_strings":["Department of Internal Medicine \u2013 Division of Respiratory and Critical Care Medicine, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine \u2013 Division of Respiratory and Critical Care Medicine, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091318321","display_name":"Ruben Amarasingham","orcid":null},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]},{"id":"https://openalex.org/I4210127257","display_name":"Parkland Center For Clinical Innovation","ror":"https://ror.org/03hrrt833","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210127257"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruben Amarasingham","raw_affiliation_strings":["Department of Internal Medicine \u2013 Division of General Internal Medicine, Department of Clinical Sciences \u2013 Division of Outcomes and Health Services Research, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA","Parkland Center for Clinical Innovation, 6300 Harry Hines Blvd, Suite 265, Mailstop 83020, Dallas, TX, 75235, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine \u2013 Division of General Internal Medicine, Department of Clinical Sciences \u2013 Division of Outcomes and Health Services Research, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX, 75390, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Parkland Center for Clinical Innovation, 6300 Harry Hines Blvd, Suite 265, Mailstop 83020, Dallas, TX, 75235, USA","institution_ids":["https://openalex.org/I4210127257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5069202474"],"corresponding_institution_ids":["https://openalex.org/I12315562","https://openalex.org/I926076166"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":3.873,"has_fulltext":true,"cited_by_count":65,"citation_normalized_percentile":{"value":0.93951596,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"13","issue":"1","first_page":"28","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9387999773025513,"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9387999773025513,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.007199999876320362,"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.006599999964237213,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/health-informatics","display_name":"Health informatics","score":0.6786993145942688},{"id":"https://openalex.org/keywords/cardiopulmonary-resuscitation","display_name":"Cardiopulmonary resuscitation","score":0.6411266326904297},{"id":"https://openalex.org/keywords/intensive-care-unit","display_name":"Intensive care unit","score":0.6235969066619873},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5107495784759521},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.5021374225616455},{"id":"https://openalex.org/keywords/electronic-medical-record","display_name":"Electronic medical record","score":0.46868211030960083},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.42312490940093994},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.3711662292480469},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.3049270808696747},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1872183084487915},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.15490257740020752},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.11747530102729797},{"id":"https://openalex.org/keywords/resuscitation","display_name":"Resuscitation","score":0.08335471153259277}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.6786993145942688},{"id":"https://openalex.org/C2777055891","wikidata":"https://www.wikidata.org/wiki/Q185325","display_name":"Cardiopulmonary resuscitation","level":3,"score":0.6411266326904297},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.6235969066619873},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5107495784759521},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.5021374225616455},{"id":"https://openalex.org/C3018060332","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic medical record","level":2,"score":0.46868211030960083},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.42312490940093994},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3711662292480469},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.3049270808696747},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1872183084487915},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.15490257740020752},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.11747530102729797},{"id":"https://openalex.org/C2778165595","wikidata":"https://www.wikidata.org/wiki/Q5491454","display_name":"Resuscitation","level":2,"score":0.08335471153259277}],"mesh":[{"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":"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":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D006323","descriptor_name":"Heart Arrest","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D006786","descriptor_name":"Hospitals, Urban","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006786","descriptor_name":"Hospitals, Urban","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006786","descriptor_name":"Hospitals, Urban","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":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"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":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","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":"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":"D013781","descriptor_name":"Texas","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013781","descriptor_name":"Texas","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013781","descriptor_name":"Texas","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040841","descriptor_name":"Resource Allocation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040841","descriptor_name":"Resource Allocation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040841","descriptor_name":"Resource Allocation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1186/1472-6947-13-28","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-13-28","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-13-28","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:23442316","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23442316","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:europepmc.org:2597734","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3599266","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1472-6947-13-28","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-13-28","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-13-28","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":[{"id":"https://metadata.un.org/sdg/16","score":0.6499999761581421,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G390237042","display_name":null,"funder_award_id":"UL1 RR024982","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6672477419","display_name":null,"funder_award_id":"KL2 RR024983","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7565613713","display_name":null,"funder_award_id":"RR024982","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306176","display_name":"Commonwealth Fund","ror":"https://ror.org/049kzbj92"},{"id":"https://openalex.org/F4320310169","display_name":"University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2150577673.pdf","grobid_xml":"https://content.openalex.org/works/W2150577673.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1494126865","https://openalex.org/W1553500812","https://openalex.org/W1826488424","https://openalex.org/W1965237134","https://openalex.org/W1980035964","https://openalex.org/W2000445173","https://openalex.org/W2009618221","https://openalex.org/W2028993630","https://openalex.org/W2029438417","https://openalex.org/W2047944129","https://openalex.org/W2056102627","https://openalex.org/W2057780602","https://openalex.org/W2058605397","https://openalex.org/W2070164693","https://openalex.org/W2092224881","https://openalex.org/W2117618796","https://openalex.org/W2118569747","https://openalex.org/W2121924304","https://openalex.org/W2123103198","https://openalex.org/W2132939639","https://openalex.org/W2153462415","https://openalex.org/W2154768247","https://openalex.org/W2157814042","https://openalex.org/W2169167455","https://openalex.org/W2265226819","https://openalex.org/W4252951749"],"related_works":["https://openalex.org/W2091636677","https://openalex.org/W2381274092","https://openalex.org/W2385306558","https://openalex.org/W2371025015","https://openalex.org/W4205272636","https://openalex.org/W2034413863","https://openalex.org/W2368805154","https://openalex.org/W2390540328","https://openalex.org/W46263051","https://openalex.org/W2348999072"],"abstract_inverted_index":{"BACKGROUND:":[0],"Accurate,":[1],"timely":[2],"and":[3,34,53,70,114,124,149,178,188,193,207,209,214,216,219,235,263,272],"automated":[4,57,90,201,226,252],"identification":[5],"of":[6,63,111,165,176],"patients":[7,41],"at":[8],"high":[9,197],"risk":[10,198,270],"for":[11,61,167,260],"severe":[12],"clinical":[13,18,58],"deterioration":[14],"using":[15,85,130],"readily":[16],"available":[17],"information":[19],"in":[20,75,95],"the":[21,76,96,100,133,150,168,222,273],"electronic":[22],"medical":[23],"record":[24],"(EMR)":[25],"could":[26],"inform":[27],"health":[28],"systems":[29],"to":[30,43,195,246,266],"target":[31],"scarce":[32],"resources":[33],"save":[35],"lives.":[36],"METHODS:":[37],"We":[38],"identified":[39],"7,466":[40],"admitted":[42],"a":[44,109,196,268],"large,":[45],"public,":[46],"urban":[47],"academic":[48],"hospital":[49],"between":[50],"May":[51],"2009":[52],"March":[54],"2010.":[55],"An":[56,251],"prediction":[59],"model":[60,91,202,227,253,271],"out":[62],"intensive":[64],"care":[65],"unit":[66],"(ICU)":[67],"cardiopulmonary":[68,119],"arrest":[69],"unexpected":[71,125],"death":[72,115],"was":[73,92,108,210,264],"created":[74],"derivation":[77],"sample":[78],"(50%":[79],"randomly":[80],"selected":[81],"from":[82,99,132],"total":[83,101,169],"cohort)":[84],"multivariable":[86],"logistic":[87],"regression.":[88],"The":[89,105,200,225],"then":[93],"validated":[94],"remaining":[97],"50%":[98],"cohort":[102],"(validation":[103],"sample).":[104],"primary":[106],"outcome":[107],"composite":[110],"resuscitation":[112],"events,":[113],"(RED).":[116],"RED":[117,161,177,229,262],"included":[118,139,179],"arrest,":[120],"acute":[121],"respiratory":[122],"compromise":[123],"death.":[126],"Predictors":[127],"were":[128,163,173],"measured":[129],"data":[131,256],"previous":[134],"24":[135],"hours.":[136],"Candidate":[137],"variables":[138,172],"vital":[140],"signs,":[141],"laboratory":[142,189],"data,":[143],"physician":[144],"orders,":[145,192],"medications,":[146],"floor":[147],"assignment,":[148],"Modified":[151],"Early":[152],"Warning":[153],"Score":[154],"(MEWS),":[155],"among":[156],"other":[157],"treatment":[158],"variables.":[159],"RESULTS:":[160],"rates":[162],"1.2%":[164],"patient-days":[166],"cohort.":[170],"Fourteen":[171],"independent":[174],"predictors":[175],"age,":[180],"oxygenation,":[181],"diastolic":[182],"blood":[183,186],"pressure,":[184],"arterial":[185],"gas":[187],"values,":[190],"emergent":[191],"assignment":[194],"floor.":[199],"had":[203],"excellent":[204],"discrimination":[205],"(c-statistic=0.85)":[206],"calibration":[208],"more":[211],"sensitive":[212],"(51.6%":[213],"42.2%)":[215],"specific":[217],"(94.3%":[218],"91.3%)":[220],"than":[221,237],"MEWS":[223],"alone.":[224],"predicted":[228],"15.9":[230],"hours":[231,244],"before":[232],"they":[233],"occurred":[234],"earlier":[236],"Rapid":[238],"Response":[239],"Team":[240],"(RRT)":[241],"activation":[242],"(5.7":[243],"prior":[245,269],"an":[247],"event,":[248],"p=0.003)":[249],"CONCLUSION:":[250],"harnessing":[254],"EMR":[255],"offers":[257],"great":[258],"potential":[259],"identifying":[261],"superior":[265],"both":[267],"human":[274],"judgment-driven":[275],"RRT.":[276]},"counts_by_year":[{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
