{"id":"https://openalex.org/W3111877360","doi":"https://doi.org/10.1186/s12911-020-01363-z","title":"Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach","display_name":"Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3111877360","doi":"https://doi.org/10.1186/s12911-020-01363-z","mag":"3111877360","pmid":"https://pubmed.ncbi.nlm.nih.gov/33317528"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-020-01363-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-01363-z","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-01363-z","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/track/pdf/10.1186/s12911-020-01363-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040368019","display_name":"Ahmad A. Abujaber","orcid":"https://orcid.org/0000-0002-8704-4991"},"institutions":[{"id":"https://openalex.org/I49828101","display_name":"Hamad Medical Corporation","ror":"https://ror.org/02zwb6n98","country_code":"QA","type":"nonprofit","lineage":["https://openalex.org/I49828101"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ahmad Abujaber","raw_affiliation_strings":["Assistant Executive Director of Nursing, Hamad Medical Corporation, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Assistant Executive Director of Nursing, Hamad Medical Corporation, Doha, Qatar","institution_ids":["https://openalex.org/I49828101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076433839","display_name":"Adam Fadlalla","orcid":"https://orcid.org/0000-0001-5487-3120"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Adam Fadlalla","raw_affiliation_strings":["Management Information Systems, Business, and Economics Faculty, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Management Information Systems, Business, and Economics Faculty, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054890158","display_name":"Diala Gammoh","orcid":null},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Diala Gammoh","raw_affiliation_strings":["Industrial Engineering, University of Central Florida, Orlando, USA"],"affiliations":[{"raw_affiliation_string":"Industrial Engineering, University of Central Florida, Orlando, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025560857","display_name":"Husham Abdelrahman","orcid":"https://orcid.org/0000-0001-5844-6644"},"institutions":[{"id":"https://openalex.org/I49828101","display_name":"Hamad Medical Corporation","ror":"https://ror.org/02zwb6n98","country_code":"QA","type":"nonprofit","lineage":["https://openalex.org/I49828101"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Husham Abdelrahman","raw_affiliation_strings":["Department of Surgery, Trauma Surgery, Hamad Medical Corporation, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Surgery, Trauma Surgery, Hamad Medical Corporation, Doha, Qatar","institution_ids":["https://openalex.org/I49828101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018246907","display_name":"Monira Mollazehi","orcid":null},"institutions":[{"id":"https://openalex.org/I49828101","display_name":"Hamad Medical Corporation","ror":"https://ror.org/02zwb6n98","country_code":"QA","type":"nonprofit","lineage":["https://openalex.org/I49828101"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Monira Mollazehi","raw_affiliation_strings":["Department of Surgery, Trauma Surgery, Hamad Medical Corporation, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Surgery, Trauma Surgery, Hamad Medical Corporation, Doha, Qatar","institution_ids":["https://openalex.org/I49828101"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032924875","display_name":"Ayman El\u2010Menyar","orcid":"https://orcid.org/0000-0003-2584-953X"},"institutions":[{"id":"https://openalex.org/I4210152471","display_name":"Weill Cornell Medical College in Qatar","ror":"https://ror.org/05v5hg569","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210152471"]},{"id":"https://openalex.org/I49828101","display_name":"Hamad Medical Corporation","ror":"https://ror.org/02zwb6n98","country_code":"QA","type":"nonprofit","lineage":["https://openalex.org/I49828101"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Ayman El-Menyar","raw_affiliation_strings":["Department of Clinical Medicine, Weill Cornell Medical College, Doha, Qatar. aymanco65@yahoo.com","Department of Surgery, Trauma Surgery, Clinical Research, Hamad Medical Corporation, Doha, Qatar. aymanco65@yahoo.com","Department of Surgery, Trauma Surgery, Clinical Research, Hamad Medical Corporation, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Clinical Medicine, Weill Cornell Medical College, Doha, Qatar. aymanco65@yahoo.com","institution_ids":["https://openalex.org/I4210152471"]},{"raw_affiliation_string":"Department of Surgery, Trauma Surgery, Clinical Research, Hamad Medical Corporation, Doha, Qatar. aymanco65@yahoo.com","institution_ids":["https://openalex.org/I49828101"]},{"raw_affiliation_string":"Department of Surgery, Trauma Surgery, Clinical Research, Hamad Medical Corporation, Doha, Qatar","institution_ids":["https://openalex.org/I49828101"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5032924875"],"corresponding_institution_ids":["https://openalex.org/I4210152471","https://openalex.org/I49828101"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":6.9713,"has_fulltext":true,"cited_by_count":53,"citation_normalized_percentile":{"value":0.97855268,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"20","issue":"1","first_page":"336","last_page":"336"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11467","display_name":"Trauma and Emergency Care Studies","score":0.9984999895095825,"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/T11467","display_name":"Trauma and Emergency Care Studies","score":0.9984999895095825,"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":0.993399977684021,"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/T11095","display_name":"Emergency and Acute Care Studies","score":0.9922999739646912,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.8112114667892456},{"id":"https://openalex.org/keywords/traumatic-brain-injury","display_name":"Traumatic brain injury","score":0.7392352819442749},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.700366735458374},{"id":"https://openalex.org/keywords/mechanical-ventilation","display_name":"Mechanical ventilation","score":0.6871496438980103},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5946224927902222},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.4486010670661926},{"id":"https://openalex.org/keywords/mortality-rate","display_name":"Mortality rate","score":0.43187713623046875},{"id":"https://openalex.org/keywords/retrospective-cohort-study","display_name":"Retrospective cohort study","score":0.4262327551841736},{"id":"https://openalex.org/keywords/area-under-the-curve","display_name":"Area under the curve","score":0.4258241653442383},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.29853132367134094}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8112114667892456},{"id":"https://openalex.org/C2781017439","wikidata":"https://www.wikidata.org/wiki/Q1995526","display_name":"Traumatic brain injury","level":2,"score":0.7392352819442749},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.700366735458374},{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.6871496438980103},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5946224927902222},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.4486010670661926},{"id":"https://openalex.org/C179755657","wikidata":"https://www.wikidata.org/wiki/Q58702","display_name":"Mortality rate","level":2,"score":0.43187713623046875},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.4262327551841736},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.4258241653442383},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.29853132367134094},{"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":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":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D000070642","descriptor_name":"Brain Injuries, Traumatic","qualifier_ui":"Q000628","qualifier_name":"therapy","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":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","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":"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":"D012121","descriptor_name":"Respiration, Artificial","qualifier_ui":"Q000009","qualifier_name":"adverse effects","is_major_topic":false},{"descriptor_ui":"D012121","descriptor_name":"Respiration, Artificial","qualifier_ui":"Q000009","qualifier_name":"adverse effects","is_major_topic":false},{"descriptor_ui":"D012121","descriptor_name":"Respiration, Artificial","qualifier_ui":"Q000009","qualifier_name":"adverse effects","is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","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":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015601","descriptor_name":"Injury Severity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015601","descriptor_name":"Injury Severity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015601","descriptor_name":"Injury Severity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12911-020-01363-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-01363-z","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-01363-z","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:33317528","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33317528","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:2bf86a67a8274f3781cb5243b737fe56","is_oa":true,"landing_page_url":"https://doaj.org/article/2bf86a67a8274f3781cb5243b737fe56","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-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 20, Iss 1, Pp 1-11 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7737377","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7737377","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"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"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/63507","is_oa":false,"landing_page_url":"http://doi.org/10.1186/s12911-020-01363-z","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1186/s12911-020-01363-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-01363-z","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-01363-z","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":[{"display_name":"Good health and well-being","score":0.8700000047683716,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322472","display_name":"Qatar University","ror":"https://ror.org/00yhnba62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3111877360.pdf","grobid_xml":"https://content.openalex.org/works/W3111877360.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1518653822","https://openalex.org/W1603121691","https://openalex.org/W1968288411","https://openalex.org/W1972409426","https://openalex.org/W1973664727","https://openalex.org/W1981976602","https://openalex.org/W1991109199","https://openalex.org/W1996031526","https://openalex.org/W2003890250","https://openalex.org/W2019121414","https://openalex.org/W2030782694","https://openalex.org/W2044787422","https://openalex.org/W2055698838","https://openalex.org/W2067560660","https://openalex.org/W2104890527","https://openalex.org/W2105857214","https://openalex.org/W2125437673","https://openalex.org/W2132996843","https://openalex.org/W2140066904","https://openalex.org/W2150691612","https://openalex.org/W2154342191","https://openalex.org/W2160619172","https://openalex.org/W2262790950","https://openalex.org/W2321628844","https://openalex.org/W2335152594","https://openalex.org/W2423193058","https://openalex.org/W2497003251","https://openalex.org/W2548125779","https://openalex.org/W2559877801","https://openalex.org/W2601409629","https://openalex.org/W2761529114","https://openalex.org/W2778240925","https://openalex.org/W2790765990","https://openalex.org/W2795289605","https://openalex.org/W2797719877","https://openalex.org/W2801625478","https://openalex.org/W2802295672","https://openalex.org/W2886166995","https://openalex.org/W2889827669","https://openalex.org/W2900166205","https://openalex.org/W2900530244","https://openalex.org/W2904867460"],"related_works":["https://openalex.org/W3030915957","https://openalex.org/W2373132269","https://openalex.org/W3108466129","https://openalex.org/W2051966709","https://openalex.org/W2392162854","https://openalex.org/W2008911041","https://openalex.org/W2744023513","https://openalex.org/W2949466702","https://openalex.org/W2390926424","https://openalex.org/W49369087"],"abstract_inverted_index":{"Machine":[0],"learning":[1,24],"based":[2],"LR":[3],"achieved":[4],"good":[5],"predictive":[6],"performance":[7],"for":[8],"the":[9,27],"prognosis":[10],"in":[11,26],"mechanically":[12],"ventilated":[13],"TBI":[14],"patients.":[15],"This":[16],"study":[17],"presents":[18],"an":[19],"opportunity":[20],"to":[21,30],"integrate":[22],"machine":[23],"methods":[25],"trauma":[28],"registry":[29],"provide":[31],"instant":[32],"clinical":[33],"decision-making":[34],"support.":[35]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
