{"id":"https://openalex.org/W3159184823","doi":"https://doi.org/10.1186/s12911-021-01506-w","title":"Machine learning predicts mortality based on analysis of ventilation parameters of critically ill patients: multi-centre validation","display_name":"Machine learning predicts mortality based on analysis of ventilation parameters of critically ill patients: multi-centre validation","publication_year":2021,"publication_date":"2021-05-07","ids":{"openalex":"https://openalex.org/W3159184823","doi":"https://doi.org/10.1186/s12911-021-01506-w","mag":"3159184823","pmid":"https://pubmed.ncbi.nlm.nih.gov/33962603"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-021-01506-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01506-w","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-021-01506-w","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/s12911-021-01506-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087019238","display_name":"Behrooz Mamandipoor","orcid":"https://orcid.org/0000-0001-9441-3815"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Behrooz Mamandipoor","raw_affiliation_strings":["Fondazione Bruno Kessler Research Institute, Trento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler Research Institute, Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028990666","display_name":"Fernando Frutos\u2013Vivar","orcid":"https://orcid.org/0000-0002-4648-9636"},"institutions":[{"id":"https://openalex.org/I4210099160","display_name":"Centro de Investigaci\u00f3n Biom\u00e9dica en Red de Enfermedades Respiratorias","ror":"https://ror.org/0119pby33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2801357902","https://openalex.org/I4210099160","https://openalex.org/I4210115082","https://openalex.org/I4387152914"]},{"id":"https://openalex.org/I4210104045","display_name":"Hospital Universitario de Getafe","ror":"https://ror.org/01ehe5s81","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210104045","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fernando Frutos-Vivar","raw_affiliation_strings":["Hospital Universitario de Getafe & Centro de Investigaci\u00f3n en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario de Getafe & Centro de Investigaci\u00f3n en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain","institution_ids":["https://openalex.org/I4210099160","https://openalex.org/I4210104045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010651040","display_name":"\u00d3scar Pe\u00f1uelas","orcid":"https://orcid.org/0000-0003-1484-3933"},"institutions":[{"id":"https://openalex.org/I4210099160","display_name":"Centro de Investigaci\u00f3n Biom\u00e9dica en Red de Enfermedades Respiratorias","ror":"https://ror.org/0119pby33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2801357902","https://openalex.org/I4210099160","https://openalex.org/I4210115082","https://openalex.org/I4387152914"]},{"id":"https://openalex.org/I4210104045","display_name":"Hospital Universitario de Getafe","ror":"https://ror.org/01ehe5s81","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210104045","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Oscar Pe\u00f1uelas","raw_affiliation_strings":["Hospital Universitario de Getafe & Centro de Investigaci\u00f3n en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario de Getafe & Centro de Investigaci\u00f3n en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain","institution_ids":["https://openalex.org/I4210099160","https://openalex.org/I4210104045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043765189","display_name":"Richard Rezar","orcid":"https://orcid.org/0000-0002-7118-501X"},"institutions":[{"id":"https://openalex.org/I182212641","display_name":"University of Salzburg","ror":"https://ror.org/05gs8cd61","country_code":"AT","type":"education","lineage":["https://openalex.org/I182212641"]},{"id":"https://openalex.org/I27945538","display_name":"Paracelsus Medical University","ror":"https://ror.org/03z3mg085","country_code":"AT","type":"education","lineage":["https://openalex.org/I27945538"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Richard Rezar","raw_affiliation_strings":["Clinic of Internal Medicine II, Department of Cardiology, Paracelsus Medical University of Salzburg, 5020, Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic of Internal Medicine II, Department of Cardiology, Paracelsus Medical University of Salzburg, 5020, Salzburg, Austria","institution_ids":["https://openalex.org/I182212641","https://openalex.org/I27945538"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088195892","display_name":"Konstantinos Raymondos","orcid":null},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Konstantinos Raymondos","raw_affiliation_strings":["Medizinische Hochschule Hannover, Hannover, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medizinische Hochschule Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I34809795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029477250","display_name":"Alfonso Muriel","orcid":"https://orcid.org/0000-0002-4805-4011"},"institutions":[{"id":"https://openalex.org/I182212641","display_name":"University of Salzburg","ror":"https://ror.org/05gs8cd61","country_code":"AT","type":"education","lineage":["https://openalex.org/I182212641"]},{"id":"https://openalex.org/I27945538","display_name":"Paracelsus Medical University","ror":"https://ror.org/03z3mg085","country_code":"AT","type":"education","lineage":["https://openalex.org/I27945538"]},{"id":"https://openalex.org/I4210127475","display_name":"Instituto Ram\u00f3n y Cajal de Investigaci\u00f3n Sanitaria","ror":"https://ror.org/03fftr154","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210127475"]},{"id":"https://openalex.org/I4210154894","display_name":"Centro de Investigaci\u00f3n Biom\u00e9dica en Red de Epidemiolog\u00eda y Salud P\u00fablica","ror":"https://ror.org/050q0kv47","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2801357902","https://openalex.org/I4210115082","https://openalex.org/I4210154894","https://openalex.org/I4387152914"]}],"countries":["AT","ES"],"is_corresponding":false,"raw_author_name":"Alfonso Muriel","raw_affiliation_strings":["Clinic of Internal Medicine II, Department of Cardiology, Paracelsus Medical University of Salzburg, 5020, Salzburg, Austria","Unidad de Bioestad\u00edstica Clinica Hospital Ram\u00f3n y Cajal, Instituto Ram\u00f3n y Cajal de Investigaciones Sanitarias (IRYCIS) & Centro de Investigaci\u00f3n en Red de Epidemiolog\u00eda y Salud P\u00fablica (CIBERESP), Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic of Internal Medicine II, Department of Cardiology, Paracelsus Medical University of Salzburg, 5020, Salzburg, Austria","institution_ids":["https://openalex.org/I182212641","https://openalex.org/I27945538"]},{"raw_affiliation_string":"Unidad de Bioestad\u00edstica Clinica Hospital Ram\u00f3n y Cajal, Instituto Ram\u00f3n y Cajal de Investigaciones Sanitarias (IRYCIS) & Centro de Investigaci\u00f3n en Red de Epidemiolog\u00eda y Salud P\u00fablica (CIBERESP), Madrid, Spain","institution_ids":["https://openalex.org/I4210127475","https://openalex.org/I4210154894"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012294390","display_name":"Bin Du","orcid":"https://orcid.org/0000-0001-6237-2895"},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I2801228662","display_name":"Peking Union Medical College Hospital","ror":"https://ror.org/04jztag35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801228662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Du","raw_affiliation_strings":["Peking Union Medical College Hospital, Beijing, People's Republic of China","Peking Union Medical College Hospital, Beijing, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking Union Medical College Hospital, Beijing, People's Republic of China","institution_ids":["https://openalex.org/I200296433","https://openalex.org/I2801228662"]},{"raw_affiliation_string":"Peking Union Medical College Hospital, Beijing, People\u2019s Republic of China","institution_ids":["https://openalex.org/I200296433","https://openalex.org/I2801228662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087103452","display_name":"Arnaud W. Thille","orcid":"https://orcid.org/0000-0002-7798-6715"},"institutions":[{"id":"https://openalex.org/I32881790","display_name":"Universit\u00e9 de Poitiers","ror":"https://ror.org/04xhy8q59","country_code":"FR","type":"education","lineage":["https://openalex.org/I32881790"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Arnaud W. Thille","raw_affiliation_strings":["University Hospital of Poitiers, Poitiers, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospital of Poitiers, Poitiers, France","institution_ids":["https://openalex.org/I32881790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070510422","display_name":"Fernando R\u00edos","orcid":"https://orcid.org/0000-0001-6511-2263"},"institutions":[{"id":"https://openalex.org/I4210145255","display_name":"Hospital Posadas","ror":"https://ror.org/05cwdc397","country_code":"AR","type":"healthcare","lineage":["https://openalex.org/I4210145255"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Fernando R\u00edos","raw_affiliation_strings":["Hospital Nacional Alejandro Posadas, Buenos Aires, Argentina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Nacional Alejandro Posadas, Buenos Aires, Argentina","institution_ids":["https://openalex.org/I4210145255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112616407","display_name":"Marco Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-4637-4329"},"institutions":[{"id":"https://openalex.org/I181028852","display_name":"Universidad Pontificia Bolivariana","ror":"https://ror.org/02dxm8k93","country_code":"CO","type":"education","lineage":["https://openalex.org/I181028852"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Marco Gonz\u00e1lez","raw_affiliation_strings":["Cl\u00ednica Medell\u00edn & Universidad Pontificia Bolivariana, Medell\u00edn, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cl\u00ednica Medell\u00edn & Universidad Pontificia Bolivariana, Medell\u00edn, Colombia","institution_ids":["https://openalex.org/I181028852"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045043740","display_name":"Lorenzo del-Sorbo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lorenzo del-Sorbo","raw_affiliation_strings":["Interdepartmental Division of Critical Care Medicine, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interdepartmental Division of Critical Care Medicine, Toronto, ON, Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101175026","display_name":"Maria del Carmen Mar\u00edn","orcid":null},"institutions":[{"id":"https://openalex.org/I882076700","display_name":"Institute for Social Security and Services for State Workers","ror":"https://ror.org/02d93ae38","country_code":"MX","type":"government","lineage":["https://openalex.org/I882076700"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Maria del Carmen Mar\u00edn","raw_affiliation_strings":["Hospital Regional 1\u00b0 de Octubre, Instituto de Seguridad Y Servicios Sociales de Los Trabajadores del Estado (ISSSTE), M\u00e9xico, DF, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Regional 1\u00b0 de Octubre, Instituto de Seguridad Y Servicios Sociales de Los Trabajadores del Estado (ISSSTE), M\u00e9xico, DF, M\u00e9xico","institution_ids":["https://openalex.org/I882076700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024871058","display_name":"Bruno Valle Pinheiro","orcid":"https://orcid.org/0000-0002-5288-3533"},"institutions":[{"id":"https://openalex.org/I101100930","display_name":"Universidade Federal de Juiz de Fora","ror":"https://ror.org/04yqw9c44","country_code":"BR","type":"education","lineage":["https://openalex.org/I101100930"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Bruno Valle Pinheiro","raw_affiliation_strings":["Pulmonary Research Laboratory, Federal University of Juiz de Fora, Juiz de Fora, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pulmonary Research Laboratory, Federal University of Juiz de Fora, Juiz de Fora, Brazil","institution_ids":["https://openalex.org/I101100930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045953000","display_name":"Marco Antonio Soares","orcid":"https://orcid.org/0000-0002-9151-831X"},"institutions":[{"id":"https://openalex.org/I3018999404","display_name":"Centro Universit\u00e1rio de Belo Horizonte","ror":"https://ror.org/04m3xd186","country_code":"BR","type":"education","lineage":["https://openalex.org/I3018999404"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marco Antonio Soares","raw_affiliation_strings":["Hospital Universitario Sao Jose, Belo Horizonte, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario Sao Jose, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I3018999404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087080092","display_name":"Nicol\u00e1s N\u00edn","orcid":"https://orcid.org/0000-0001-6037-2357"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nicolas Nin","raw_affiliation_strings":["Hospital Espa\u00f1ol, Montevideo, Uruguay"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Espa\u00f1ol, Montevideo, Uruguay","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018269122","display_name":"Salvatore Maurizio Maggiore","orcid":"https://orcid.org/0000-0002-1828-9143"},"institutions":[{"id":"https://openalex.org/I39387349","display_name":"University of Chieti-Pescara","ror":"https://ror.org/00qjgza05","country_code":"IT","type":"education","lineage":["https://openalex.org/I39387349"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore M. Maggiore","raw_affiliation_strings":["Universit\u00e0 Degli Studi G. d'Annunzio Chieti e Pescara, Chieti, Italy","Universit\u00e0 Degli Studi G. d\u2019Annunzio Chieti e Pescara, Chieti, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e0 Degli Studi G. d'Annunzio Chieti e Pescara, Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]},{"raw_affiliation_string":"Universit\u00e0 Degli Studi G. d\u2019Annunzio Chieti e Pescara, Chieti, Italy","institution_ids":["https://openalex.org/I39387349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047680818","display_name":"Andrew D. Bersten","orcid":"https://orcid.org/0000-0001-9908-394X"},"institutions":[{"id":"https://openalex.org/I169541294","display_name":"Flinders University","ror":"https://ror.org/01kpzv902","country_code":"AU","type":"education","lineage":["https://openalex.org/I169541294"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andrew Bersten","raw_affiliation_strings":["Department of Critical Care Medicine, Flinders University, Adelaide, South Australia, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Critical Care Medicine, Flinders University, Adelaide, South Australia, Australia","institution_ids":["https://openalex.org/I169541294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007105515","display_name":"Malte Kelm","orcid":"https://orcid.org/0000-0003-0060-1052"},"institutions":[{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Malte Kelm","raw_affiliation_strings":["Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I44260953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038043869","display_name":"Raphael Romano Bruno","orcid":"https://orcid.org/0000-0003-3776-3530"},"institutions":[{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Raphael Romano Bruno","raw_affiliation_strings":["Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I44260953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041106870","display_name":"Pravin Amin","orcid":"https://orcid.org/0000-0002-9865-2829"},"institutions":[{"id":"https://openalex.org/I4210135821","display_name":"Bombay Hospital","ror":"https://ror.org/03xmsh521","country_code":"IN","type":"healthcare","lineage":["https://openalex.org/I4210135821"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pravin Amin","raw_affiliation_strings":["Bombay Hospital Institute of Medical Sciences, Mumbai, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bombay Hospital Institute of Medical Sciences, Mumbai, India","institution_ids":["https://openalex.org/I4210135821"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031373266","display_name":"Nahit \u00c7akar","orcid":"https://orcid.org/0000-0002-1302-9596"},"institutions":[{"id":"https://openalex.org/I67581229","display_name":"Istanbul University","ror":"https://ror.org/03a5qrr21","country_code":"TR","type":"education","lineage":["https://openalex.org/I67581229"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Nahit Cakar","raw_affiliation_strings":["Istanbul Faculty of Medicine, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Faculty of Medicine, Istanbul, Turkey","institution_ids":["https://openalex.org/I67581229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084299817","display_name":"Gee Young Suh","orcid":"https://orcid.org/0000-0001-5473-1712"},"institutions":[{"id":"https://openalex.org/I2802194831","display_name":"Samsung Medical Center","ror":"https://ror.org/05a15z872","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I2250650973","https://openalex.org/I2802194831"]},{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gee Young Suh","raw_affiliation_strings":["Department of Critical Care Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Critical Care Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea","institution_ids":["https://openalex.org/I2802194831","https://openalex.org/I848706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070250927","display_name":"Fekri Abroug","orcid":"https://orcid.org/0000-0002-5626-5329"},"institutions":[{"id":"https://openalex.org/I4210167430","display_name":"Hospital Fatuma Bourguiba Monastir","ror":"https://ror.org/05t1yee64","country_code":"TN","type":"healthcare","lineage":["https://openalex.org/I4210167430"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Fekri Abroug","raw_affiliation_strings":["Hospital Fattouma Bourguina, Monastir, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Fattouma Bourguina, Monastir, Tunisia","institution_ids":["https://openalex.org/I4210167430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107901111","display_name":"Manuel Jibaja","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manuel Jibaja","raw_affiliation_strings":["Hospital de Especialidades Eugenio Espejo, Quito, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital de Especialidades Eugenio Espejo, Quito, Ecuador","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036369114","display_name":"Dimitros Matamis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104108","display_name":"Papageorgiou General Hospital","ror":"https://ror.org/01663qy58","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210104108"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitros Matamis","raw_affiliation_strings":["Papageorgiou Hospital, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Papageorgiou Hospital, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210104108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004094141","display_name":"Amine Ali Zeggwagh","orcid":"https://orcid.org/0000-0001-5424-8237"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Amine Ali Zeggwagh","raw_affiliation_strings":["Centre Hospitalier Universitarie Ibn Sina - Mohammed V University, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre Hospitalier Universitarie Ibn Sina - Mohammed V University, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045424080","display_name":"Yuda Sutherasan","orcid":"https://orcid.org/0000-0003-1754-0962"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]},{"id":"https://openalex.org/I4210140007","display_name":"Ramathibodi Hospital","ror":"https://ror.org/04884sy85","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I4210140007"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Yuda Sutherasan","raw_affiliation_strings":["Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand","institution_ids":["https://openalex.org/I25399158","https://openalex.org/I4210140007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052712328","display_name":"Antonio Anzueto","orcid":"https://orcid.org/0000-0002-7007-588X"},"institutions":[{"id":"https://openalex.org/I165951966","display_name":"The University of Texas at San Antonio Health Science Center","ror":"https://ror.org/02f6dcw23","country_code":"US","type":"education","lineage":["https://openalex.org/I165951966","https://openalex.org/I45438204"]},{"id":"https://openalex.org/I4210144081","display_name":"South Texas Veterans Health Care System","ror":"https://ror.org/03n2ay196","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210144023","https://openalex.org/I4210144081"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Antonio Anzueto","raw_affiliation_strings":["South Texas Veterans Health Care System and University of Texas Health Science Center, San Antonio, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South Texas Veterans Health Care System and University of Texas Health Science Center, San Antonio, TX, USA","institution_ids":["https://openalex.org/I165951966","https://openalex.org/I4210144081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034477772","display_name":"Bernhard Wernly","orcid":"https://orcid.org/0000-0003-4024-0220"},"institutions":[{"id":"https://openalex.org/I182212641","display_name":"University of Salzburg","ror":"https://ror.org/05gs8cd61","country_code":"AT","type":"education","lineage":["https://openalex.org/I182212641"]},{"id":"https://openalex.org/I27945538","display_name":"Paracelsus Medical University","ror":"https://ror.org/03z3mg085","country_code":"AT","type":"education","lineage":["https://openalex.org/I27945538"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Bernhard Wernly","raw_affiliation_strings":["Clinic of Internal Medicine II, Department of Cardiology, Paracelsus Medical University of Salzburg, 5020, Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinic of Internal Medicine II, Department of Cardiology, Paracelsus Medical University of Salzburg, 5020, Salzburg, Austria","institution_ids":["https://openalex.org/I182212641","https://openalex.org/I27945538"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Andr\u00e9s Esteban","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099160","display_name":"Centro de Investigaci\u00f3n Biom\u00e9dica en Red de Enfermedades Respiratorias","ror":"https://ror.org/0119pby33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2801357902","https://openalex.org/I4210099160","https://openalex.org/I4210115082","https://openalex.org/I4387152914"]},{"id":"https://openalex.org/I4210104045","display_name":"Hospital Universitario de Getafe","ror":"https://ror.org/01ehe5s81","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210104045","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andr\u00e9s Esteban","raw_affiliation_strings":["Hospital Universitario de Getafe & Centro de Investigaci\u00f3n en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario de Getafe & Centro de Investigaci\u00f3n en Red de Enfermedades Respiratorias (CIBERES), Madrid, Spain","institution_ids":["https://openalex.org/I4210099160","https://openalex.org/I4210104045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020952304","display_name":"Christian Jung","orcid":"https://orcid.org/0000-0001-8325-250X"},"institutions":[{"id":"https://openalex.org/I4210089242","display_name":"D\u00fcsseldorf University Hospital","ror":"https://ror.org/006k2kk72","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210089242"]},{"id":"https://openalex.org/I44260953","display_name":"Heinrich Heine University D\u00fcsseldorf","ror":"https://ror.org/024z2rq82","country_code":"DE","type":"education","lineage":["https://openalex.org/I44260953"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christian Jung","raw_affiliation_strings":["Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany. christian.jung@med.uni-duesseldorf.de","Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8325-250X","affiliations":[{"raw_affiliation_string":"Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany. christian.jung@med.uni-duesseldorf.de","institution_ids":["https://openalex.org/I4210089242","https://openalex.org/I44260953"]},{"raw_affiliation_string":"Division of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, University of D\u00fcsseldorf, Moorenstra\u00dfe 5, 40225, D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I44260953"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001834655","display_name":"Venet Osmani","orcid":"https://orcid.org/0000-0001-7306-2972"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Venet Osmani","raw_affiliation_strings":["Fondazione Bruno Kessler Research Institute, Trento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler Research Institute, Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]}]}],"institutions":[],"countries_distinct_count":19,"institutions_distinct_count":31,"corresponding_author_ids":["https://openalex.org/A5020952304"],"corresponding_institution_ids":["https://openalex.org/I4210089242","https://openalex.org/I44260953"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":1512,"currency":"EUR","value_usd":1630},"fwci":2.3463,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.89625646,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"21","issue":"1","first_page":"152","last_page":"152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10322","display_name":"Respiratory Support and Mechanisms","score":0.7193999886512756,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T10322","display_name":"Respiratory Support and Mechanisms","score":0.7193999886512756,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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":0.1128000020980835,"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/T11681","display_name":"Nosocomial Infections in ICU","score":0.10599999874830246,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care 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/mechanical-ventilation","display_name":"Mechanical ventilation","score":0.7912871837615967},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7649314403533936},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.7130446434020996},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.597531259059906},{"id":"https://openalex.org/keywords/critically-ill","display_name":"Critically ill","score":0.5462212562561035},{"id":"https://openalex.org/keywords/ventilation","display_name":"Ventilation (architecture)","score":0.5316399335861206},{"id":"https://openalex.org/keywords/subgroup-analysis","display_name":"Subgroup analysis","score":0.5039598345756531},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.4836677014827728},{"id":"https://openalex.org/keywords/intensive-care","display_name":"Intensive care","score":0.4713546633720398},{"id":"https://openalex.org/keywords/cohort-study","display_name":"Cohort study","score":0.46726149320602417},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.4539508521556854},{"id":"https://openalex.org/keywords/observational-study","display_name":"Observational study","score":0.4459460973739624},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.29375654458999634}],"concepts":[{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.7912871837615967},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7649314403533936},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.7130446434020996},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.597531259059906},{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.5462212562561035},{"id":"https://openalex.org/C200457457","wikidata":"https://www.wikidata.org/wiki/Q584049","display_name":"Ventilation (architecture)","level":2,"score":0.5316399335861206},{"id":"https://openalex.org/C187960798","wikidata":"https://www.wikidata.org/wiki/Q7631152","display_name":"Subgroup analysis","level":3,"score":0.5039598345756531},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.4836677014827728},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.4713546633720398},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.46726149320602417},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4539508521556854},{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.4459460973739624},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.29375654458999634},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"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":"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":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":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012121","descriptor_name":"Respiration, Artificial","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012121","descriptor_name":"Respiration, Artificial","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012121","descriptor_name":"Respiration, Artificial","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.1186/s12911-021-01506-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01506-w","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-021-01506-w","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:33962603","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33962603","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:eprints.whiterose.ac.uk:193449","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:b6cc1fbe0d0e4731af222028bdc5c7c0","is_oa":true,"landing_page_url":"https://doaj.org/article/b6cc1fbe0d0e4731af222028bdc5c7c0","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 21, Iss 1, Pp 1-12 (2021)","raw_type":"article"},{"id":"pmh:oai:frl.publisso.de:frl:6463597","is_oa":true,"landing_page_url":"https://repository.publisso.de/resource/frl:6463597","pdf_url":null,"source":{"id":"https://openalex.org/S4377196269","display_name":"PUBLISSO (German National Library of Medicine)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210112663","host_organization_name":"ZB MED - Information Centre for Life Sciences","host_organization_lineage":["https://openalex.org/I4210112663"],"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":"http://lobid.org/resources/99370673400706441#!, 21(1):152","raw_type":"Zeitschriftenartikel"},{"id":"pmh:oai:pubmedcentral.nih.gov:8102841","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8102841","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"},{"id":"pmh:oai:qmro.qmul.ac.uk:123456789/102283","is_oa":true,"landing_page_url":"https://qmro.qmul.ac.uk/xmlui/handle/123456789/102283","pdf_url":null,"source":{"id":"https://openalex.org/S4306400530","display_name":"Queen Mary Research Online (Queen Mary University of London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I166337079","host_organization_name":"Queen Mary University of London","host_organization_lineage":["https://openalex.org/I166337079"],"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":"Article"}],"best_oa_location":{"id":"doi:10.1186/s12911-021-01506-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01506-w","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-021-01506-w","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/3","display_name":"Good health and well-being","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3159184823.pdf","grobid_xml":"https://content.openalex.org/works/W3159184823.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W111774198","https://openalex.org/W1476289819","https://openalex.org/W1803784511","https://openalex.org/W1808382749","https://openalex.org/W1904365287","https://openalex.org/W1970820676","https://openalex.org/W1990858588","https://openalex.org/W2059796825","https://openalex.org/W2064675550","https://openalex.org/W2076009933","https://openalex.org/W2105999224","https://openalex.org/W2109553965","https://openalex.org/W2140066904","https://openalex.org/W2154929212","https://openalex.org/W2162001089","https://openalex.org/W2323203342","https://openalex.org/W2599076725","https://openalex.org/W2620241325","https://openalex.org/W2626967530","https://openalex.org/W2641342067","https://openalex.org/W2767744531","https://openalex.org/W2797010621","https://openalex.org/W2805950212","https://openalex.org/W2900627007","https://openalex.org/W2901634660","https://openalex.org/W2912392407","https://openalex.org/W2914405142","https://openalex.org/W2927351257","https://openalex.org/W2949197630","https://openalex.org/W2969097171","https://openalex.org/W2970971581","https://openalex.org/W2977484095","https://openalex.org/W2991362642","https://openalex.org/W2996603502","https://openalex.org/W2999309192","https://openalex.org/W3005172892","https://openalex.org/W3012390930","https://openalex.org/W3024367513","https://openalex.org/W3036946904","https://openalex.org/W3038139858","https://openalex.org/W3081090156","https://openalex.org/W3094217567","https://openalex.org/W3109926404","https://openalex.org/W4292229870","https://openalex.org/W6739651123"],"related_works":["https://openalex.org/W4385649027","https://openalex.org/W2970784617","https://openalex.org/W4390065326","https://openalex.org/W2126639667","https://openalex.org/W2404099257","https://openalex.org/W2217963778","https://openalex.org/W2129882004","https://openalex.org/W4303685026","https://openalex.org/W2753772539","https://openalex.org/W2761860407"],"abstract_inverted_index":{"BACKGROUND:":[0],"Mechanical":[1],"Ventilation":[2],"(MV)":[3],"is":[4],"a":[5,48,155],"complex":[6],"and":[7,22,32,88,123,126,143,154,226,238,265,287,297,303,323,330,347],"central":[8],"treatment":[9],"process":[10],"in":[11,98,102,118,234,250,325,327],"the":[12,45,83,94,145,151,177,183,187,191,197,215,241,251,279,293,309],"care":[13],"of":[14,47,57,85,157,173,179,186,199,207,222,230,253,261,267,272,274,283,299],"critically":[15],"ill":[16],"patients.":[17],"It":[18],"influences":[19],"acid-base":[20],"balance":[21],"can":[23],"also":[24],"cause":[25],"prognostically":[26],"relevant":[27],"biotrauma":[28],"by":[29],"generating":[30],"forces":[31],"liberating":[33],"reactive":[34],"oxygen":[35],"species,":[36],"negatively":[37],"affecting":[38],"outcomes.":[39,349],"In":[40],"this":[41],"work":[42],"we":[43,137,164],"evaluate":[44,144,170,342],"use":[46],"Recurrent":[49],"Neural":[50],"Network":[51],"(RNN)":[52],"modelling":[53],"to":[54,81,169,176,236,281,341],"predict":[55],"outcomes":[56],"mechanically":[58,99],"ventilated":[59,100],"patients,":[60],"using":[61],"standard":[62],"mechanical":[63,128,140,328],"ventilation":[64,141,329],"parameters.":[65],"METHODS:":[66],"We":[67,130],"performed":[68,80],"our":[69],"analysis":[70,168],"on":[71,93,149,358],"VENTILA":[72],"dataset,":[73],"an":[74],"observational,":[75],"prospective,":[76],"international,":[77],"multi-centre":[78],"study,":[79],"investigate":[82],"effect":[84],"baseline":[86],"characteristics":[87],"management":[89],"changes":[90],"over":[91],"time":[92],"all-cause":[95],"mortality":[96],"rate":[97],"patients":[101,109,158,200,254,326],"ICU.":[103],"Our":[104],"cohort":[105,153,193],"includes":[106],"12,596":[107],"adult":[108],"older":[110],"than":[111,321],"18,":[112],"associated":[113],"with":[114,160,201,212,256,259,311,334],"12,755":[115],"distinct":[116],"admissions":[117],"ICUs":[119],"across":[120],"37":[121],"countries":[122],"receiving":[124],"invasive":[125],"non-invasive":[127],"ventilation.":[129],"carry":[131,165],"out":[132,166],"four":[133],"different":[134],"analysis.":[135],"Initially":[136],"select":[138],"typical":[139],"parameters":[142],"machine":[146],"learning":[147],"model":[148,188,209,317],"both,":[150],"overall":[152,192,242,294],"subgroup":[156,198,252,310,332],"admitted":[159,255,333],"respiratory":[161,202,257,312,335],"disorders.":[162,203,313,336],"Furthermore,":[163],"sensitivity":[167],"whether":[171,343],"inclusion":[172],"variables":[174],"related":[175],"function":[178,273],"other":[180,275],"organs,":[181],"improve":[182],"predictive":[184,246],"performance":[185,206,247,280,320],"for":[189,240,292,308],"both":[190],"as":[194,196],"well":[195],"RESULTS:":[204],"Predictive":[205],"RNN-based":[208,316],"was":[210,248],"higher":[211],"Area":[213],"Under":[214],"Receiver":[216],"Operating":[217],"Characteristic":[218],"(ROC)":[219],"Curve":[220],"(AUC)":[221],"0.72":[223,305],"(\u00b1":[224,232,263,269,285,290,301,306],"0.01)":[225,233,286,302],"Average":[227],"Precision":[228],"(AP)":[229],"0.57":[231],"comparison":[235],"RF":[237,322],"LR":[239,324],"patient":[243,295,348],"dataset.":[244],"Higher":[245],"recorded":[249],"disorders":[258],"AUC":[260,282,298],"0.75":[262],"0.02)":[264,291,307],"AP":[266,288,304],"0.65":[268],"0.03).":[270],"Inclusion":[271],"organs":[276],"further":[277],"improved":[278],"0.79":[284,300],"0.68":[289],"dataset":[296],"CONCLUSION:":[314],"The":[315],"demonstrated":[318],"better":[319],"its":[331],"Clinical":[337],"studies":[338],"are":[339],"needed":[340],"it":[344],"impacts":[345],"decision-making":[346],"TRIAL":[350],"REGISTRATION:":[351],"NCT02731898":[352],"(":[353],"https://clinicaltrials.gov/ct2/show/NCT02731898":[354],"),":[355],"prospectively":[356],"registered":[357],"April":[359],"8,":[360],"2016.":[361]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
