{"id":"https://openalex.org/W4311549367","doi":"https://doi.org/10.1136/bmjopen-2022-066894","title":"Development and validation of a mechanical power-oriented prediction model of weaning failure in mechanically ventilated patients: a retrospective cohort study","display_name":"Development and validation of a mechanical power-oriented prediction model of weaning failure in mechanically ventilated patients: a retrospective cohort study","publication_year":2022,"publication_date":"2022-12-01","ids":{"openalex":"https://openalex.org/W4311549367","doi":"https://doi.org/10.1136/bmjopen-2022-066894","pmid":"https://pubmed.ncbi.nlm.nih.gov/36521885","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9756150"},"language":"en","primary_location":{"id":"doi:10.1136/bmjopen-2022-066894","doi":"https://doi.org/10.1136/bmjopen-2022-066894","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjopen-2022-066894","pdf_url":"https://bmjopen.bmj.com/content/bmjopen/12/12/e066894.full.pdf","source":{"id":"https://openalex.org/S79054089","display_name":"BMJ Open","issn_l":"2044-6055","issn":["2044-6055"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmjopen.bmj.com/content/bmjopen/12/12/e066894.full.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102726016","display_name":"Yao Yan","orcid":"https://orcid.org/0000-0001-8000-6952","observed_orcids":["https://orcid.org/0000-0001-8000-6952"]},"institutions":[{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Yan","raw_affiliation_strings":["Department of Critical Care Medicine, The Second People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","Department of Emergency Medicine, Lianyungang Clinical College of Nanjing Medical University, Lianyungang, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-8000-6952","affiliations":[{"raw_affiliation_string":"Department of Critical Care Medicine, The Second People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","institution_ids":[]},{"raw_affiliation_string":"Department of Emergency Medicine, Lianyungang Clinical College of Nanjing Medical University, Lianyungang, Jiangsu, China","institution_ids":["https://openalex.org/I83519826"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiye Luo","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210129127","display_name":"The First People\u2019s Hospital of Lianyungang","ror":"https://ror.org/03617rq47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129127"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiye Luo","raw_affiliation_strings":["Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","institution_ids":["https://openalex.org/I4210129127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100413362","display_name":"Yanli Wang","orcid":"https://orcid.org/0000-0001-5233-764X","observed_orcids":["https://orcid.org/0000-0001-5233-764X"]},"institutions":[{"id":"https://openalex.org/I4210129127","display_name":"The First People\u2019s Hospital of Lianyungang","ror":"https://ror.org/03617rq47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129127"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanli Wang","raw_affiliation_strings":["Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","institution_ids":["https://openalex.org/I4210129127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100770559","display_name":"Xiaobing Chen","orcid":"https://orcid.org/0000-0003-2573-4716","observed_orcids":["https://orcid.org/0000-0003-2573-4716"]},"institutions":[{"id":"https://openalex.org/I4210129127","display_name":"The First People\u2019s Hospital of Lianyungang","ror":"https://ror.org/03617rq47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129127"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaobing Chen","raw_affiliation_strings":["Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","institution_ids":["https://openalex.org/I4210129127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100723564","display_name":"Zhiqiang Du","orcid":"https://orcid.org/0000-0003-2380-3087","observed_orcids":["https://orcid.org/0000-0003-2380-3087"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhiqiang Du","raw_affiliation_strings":["Department of Critical Care Medicine, The Second People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Critical Care Medicine, The Second People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052511096","display_name":"Yongpeng Xie","orcid":"https://orcid.org/0000-0001-5787-5463","observed_orcids":["https://orcid.org/0000-0001-5787-5463","https://orcid.org/0009-0007-7790-3194"]},"institutions":[{"id":"https://openalex.org/I4210129127","display_name":"The First People\u2019s Hospital of Lianyungang","ror":"https://ror.org/03617rq47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129127"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongpeng Xie","raw_affiliation_strings":["Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","institution_ids":["https://openalex.org/I4210129127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100422234","display_name":"Xiaomin Li","orcid":"https://orcid.org/0000-0002-8494-7132","observed_orcids":["https://orcid.org/0000-0002-8494-7132"]},"institutions":[{"id":"https://openalex.org/I4210129127","display_name":"The First People\u2019s Hospital of Lianyungang","ror":"https://ror.org/03617rq47","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129127"]},{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaomin Li","raw_affiliation_strings":["Department of Emergency Medicine, Lianyungang Clinical College of Nanjing Medical University, Lianyungang, Jiangsu, China","Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Lianyungang Clinical College of Nanjing Medical University, Lianyungang, Jiangsu, China","institution_ids":["https://openalex.org/I83519826"]},{"raw_affiliation_string":"Department of Emergency Medicine, The First People\u2019s Hospital of Lianyungang, Lianyungang, Jiangsu, China","institution_ids":["https://openalex.org/I4210129127"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052511096","https://openalex.org/A5100422234"],"corresponding_institution_ids":["https://openalex.org/I4210129127","https://openalex.org/I83519826"],"apc_list":{"value":1500,"currency":"GBP","value_usd":1839},"apc_paid":{"value":1500,"currency":"GBP","value_usd":1839},"fwci":1.1248,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.77598865,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":"12","issue":"12","first_page":"e066894","last_page":"e066894"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10322","display_name":"Respiratory Support and Mechanisms","score":0.9976000189781189,"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":0.9976000189781189,"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/T11681","display_name":"Nosocomial Infections in ICU","score":0.0008999999845400453,"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"}},{"id":"https://openalex.org/T10549","display_name":"Neonatal Respiratory Health Research","score":0.0003000000142492354,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/weaning-failure","display_name":"weaning failure","score":0.9509999752044678},{"id":"https://openalex.org/keywords/mechanical-ventilation","display_name":"mechanical ventilation","score":0.7799999713897705},{"id":"https://openalex.org/keywords/mechanical-power","display_name":"mechanical power","score":0.9900000095367432},{"id":"https://openalex.org/keywords/predictive-model","display_name":"prediction model","score":0.8679999709129333},{"id":"https://openalex.org/keywords/positive-end-expiratory-pressure","display_name":"positive end-expiratory pressure","score":0.9150000214576721},{"id":"https://openalex.org/keywords/dynamic-compliance","display_name":"dynamic compliance","score":0.9860000014305115},{"id":"https://openalex.org/keywords/intensive-care-unit","display_name":"intensive care unit","score":0.546999990940094},{"id":"https://openalex.org/keywords/mimic-iv","display_name":"MIMIC-IV","score":0.7940000295639038}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.9232687950134277},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.6080459952354431},{"id":"https://openalex.org/C2780655333","wikidata":"https://www.wikidata.org/wiki/Q333203","display_name":"Weaning","level":2,"score":0.4971294701099396},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.44428738951683044},{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.4441084563732147},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.44248145818710327},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.43748295307159424},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.42970794439315796},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.24248036742210388},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2050165832042694}],"mesh":[{"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":"D011175","descriptor_name":"Positive-Pressure Respiration","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":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015300","descriptor_name":"Ventilator Weaning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1136/bmjopen-2022-066894","doi":"https://doi.org/10.1136/bmjopen-2022-066894","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjopen-2022-066894","pdf_url":"https://bmjopen.bmj.com/content/bmjopen/12/12/e066894.full.pdf","source":{"id":"https://openalex.org/S79054089","display_name":"BMJ Open","issn_l":"2044-6055","issn":["2044-6055"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9756150","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9756150","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,"listed_in":[],"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-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open","raw_type":"Text"},{"id":"pmid:36521885","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36521885","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,"listed_in":[],"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":"BMJ open","raw_type":"Randomized Controlled Trial"},{"id":"pmh:oai:doaj.org/article:77f56cb6d9ce45e1a4ab45907c441b14","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/77f56cb6d9ce45e1a4ab45907c441b14","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMJ Open, Vol 12, Iss 12 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1136/bmjopen-2022-066894","doi":"https://doi.org/10.1136/bmjopen-2022-066894","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjopen-2022-066894","pdf_url":"https://bmjopen.bmj.com/content/bmjopen/12/12/e066894.full.pdf","source":{"id":"https://openalex.org/S79054089","display_name":"BMJ Open","issn_l":"2044-6055","issn":["2044-6055"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMJ Open","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.98580002784729,"display_name":"Good health and well-being"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[{"id":"https://openalex.org/G2000985071","display_name":null,"funder_award_id":"H2019109","funder_id":"https://openalex.org/F4320325437","funder_display_name":"Jiangsu Science and Technology Department"},{"id":"https://openalex.org/G2566232240","display_name":null,"funder_award_id":"H2019109","funder_id":"https://openalex.org/F4320317802","funder_display_name":"Jiangsu Commission of Health"},{"id":"https://openalex.org/G6026963694","display_name":null,"funder_award_id":"BE2020670","funder_id":"https://openalex.org/F4320325437","funder_display_name":"Jiangsu Science and Technology Department"},{"id":"https://openalex.org/G6518833039","display_name":null,"funder_award_id":"BE2020670","funder_id":"https://openalex.org/F4320317802","funder_display_name":"Jiangsu Commission of Health"}],"funders":[{"id":"https://openalex.org/F4320317802","display_name":"Jiangsu Commission of Health","ror":null},{"id":"https://openalex.org/F4320325437","display_name":"Jiangsu Science and Technology Department","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4311549367.pdf","grobid_xml":"https://content.openalex.org/works/W4311549367.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1514706915","https://openalex.org/W1966623561","https://openalex.org/W1970416901","https://openalex.org/W1998392635","https://openalex.org/W2040789878","https://openalex.org/W2056761809","https://openalex.org/W2131536024","https://openalex.org/W2169675374","https://openalex.org/W2234472895","https://openalex.org/W2297303951","https://openalex.org/W2348534720","https://openalex.org/W2519864126","https://openalex.org/W2582743722","https://openalex.org/W2593977551","https://openalex.org/W2762658547","https://openalex.org/W2785827518","https://openalex.org/W2892108885","https://openalex.org/W2895242940","https://openalex.org/W2895488677","https://openalex.org/W2951997665","https://openalex.org/W2965266639","https://openalex.org/W2987456853","https://openalex.org/W3012492273","https://openalex.org/W3012664616","https://openalex.org/W3016170546","https://openalex.org/W3033332801","https://openalex.org/W3042338240","https://openalex.org/W3109732441","https://openalex.org/W3138212542","https://openalex.org/W3159123674","https://openalex.org/W3161889723","https://openalex.org/W3163248728","https://openalex.org/W3168337009","https://openalex.org/W3212630517","https://openalex.org/W4205934019","https://openalex.org/W4206286303","https://openalex.org/W4254687493","https://openalex.org/W4281927470"],"related_works":["https://openalex.org/W4309337644","https://openalex.org/W4408189318","https://openalex.org/W4401745038","https://openalex.org/W4393218922","https://openalex.org/W4414967622","https://openalex.org/W4303985340","https://openalex.org/W3028050802","https://openalex.org/W7125411967","https://openalex.org/W7140222178","https://openalex.org/W4407760284"],"abstract_inverted_index":{"OBJECTIVE:":[0],"To":[1],"develop":[2],"and":[3,71,100,129,147,159,178,215],"validate":[4],"a":[5],"mechanical":[6,64,131,212],"power":[7],"(MP)-oriented":[8],"prediction":[9,151],"model":[10,152,193,200],"of":[11,59,109,126,137,171,201,208],"weaning":[12,138,202,209],"failure":[13,203,210],"in":[14,156,211],"mechanically":[15],"ventilated":[16],"patients.":[17],"DESIGN:":[18],"A":[19,57],"retrospective":[20],"cohort":[21,112],"study.":[22],"SETTING:":[23],"Data":[24],"were":[25,77,93,134],"collected":[26],"from":[27,44,52,79],"the":[28,80,110,157,165,191,206],"large":[29],"US":[30],"Medical":[31],"Information":[32],"Mart":[33],"for":[34,66,219],"Intensive":[35],"Care-IV":[36],"(MIMIC-IV)":[37],"V.1.0,":[38],"which":[39],"integrates":[40],"comprehensive":[41],"clinical":[42],"data":[43],"76":[45],"540":[46],"intensive":[47],"care":[48],"unit":[49],"(ICU)":[50],"admissions":[51],"2008":[53],"to":[54,176,183],"2019.":[55],"PARTICIPANTS:":[56],"total":[58],"3695":[60],"patients":[61,92,214],"with":[62,73,162],"invasive":[63,130],"ventilation":[65,75,132,213],"more":[67],"than":[68],"24":[69],"hours":[70],"weaned":[72],"T-tube":[74],"strategies":[76],"enrolled":[78],"MIMIC-IV":[81],"database.":[82],"PRIMARY":[83],"AND":[84],"SECONDARY":[85],"OUTCOME:":[86],"Weaning":[87],"failure.":[88,139],"RESULTS:":[89],"All":[90],"eligible":[91],"randomised":[94],"into":[95],"development":[96,111,158],"cohorts":[97,102],"(n=2586,":[98],"70%)":[99],"validation":[101,160],"(n=1109,":[103],"30%).":[104],"Multivariate":[105],"logistic":[106],"regression":[107],"analysis":[108,188],"showed":[113,142,153],"that":[114,190],"positive":[115],"end-expiratory":[116],"pressure,":[117],"dynamic":[118],"lung":[119],"compliance,":[120],"MP,":[121],"inspired":[122],"oxygen":[123],"concentration,":[124],"length":[125],"ICU":[127],"stay":[128],"duration":[133],"independent":[135],"predictors":[136],"Calibration":[140],"curves":[141],"good":[143],"correlation":[144],"between":[145],"predicted":[146],"observed":[148],"outcomes.":[149],"The":[150,198],"accurate":[154],"discrimination":[155],"cohorts,":[161],"area":[163],"under":[164],"receiver":[166],"operating":[167],"characteristic":[168],"curve":[169,187],"values":[170],"0.828":[172],"(95%":[173,180],"CI:":[174,181],"0.812":[175],"0.844)":[177],"0.833":[179],"0.809":[182],"0.857),":[184],"respectively.":[185],"Decision":[186],"indicated":[189],"predictive":[192],"was":[194],"clinically":[195],"beneficial.":[196],"CONCLUSION:":[197],"MP-oriented":[199],"accurately":[204],"predicts":[205],"risk":[207],"provides":[216],"valuable":[217],"information":[218],"clinicians":[220],"making":[221],"decisions":[222],"on":[223],"weaning.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-12-27T00:00:00"}
