{"id":"https://openalex.org/W3187839449","doi":"https://doi.org/10.1109/jbhi.2021.3103389","title":"Integrated Clinical and CT Based Artificial Intelligence Nomogram for Predicting Severity and Need for Ventilator Support in COVID-19 Patients: A Multi-Site Study","display_name":"Integrated Clinical and CT Based Artificial Intelligence Nomogram for Predicting Severity and Need for Ventilator Support in COVID-19 Patients: A Multi-Site Study","publication_year":2021,"publication_date":"2021-08-13","ids":{"openalex":"https://openalex.org/W3187839449","doi":"https://doi.org/10.1109/jbhi.2021.3103389","mag":"3187839449","pmid":"https://pubmed.ncbi.nlm.nih.gov/34388099"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2021.3103389","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3103389","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/9605141/09513571.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/6221020/9605141/09513571.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071590669","display_name":"Amogh Hiremath","orcid":"https://orcid.org/0000-0001-6937-9141"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amogh Hiremath","raw_affiliation_strings":["Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0001-6937-9141","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088228366","display_name":"Kaustav Bera","orcid":"https://orcid.org/0000-0001-9831-6000"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaustav Bera","raw_affiliation_strings":["Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100390965","display_name":"Lei Yuan","orcid":"https://orcid.org/0009-0003-3309-1746"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210140357","display_name":"Renmin Hospital of Wuhan University","ror":"https://ror.org/03ekhbz91","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140357"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Yuan","raw_affiliation_strings":["Department of Information Center, Renmin Hospital of Wuhan University, Wuhan, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Center, Renmin Hospital of Wuhan University, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210140357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007655291","display_name":"Pranjal Vaidya","orcid":"https://orcid.org/0000-0002-7146-6049"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pranjal Vaidya","raw_affiliation_strings":["Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-7146-6049","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107993151","display_name":"Mehdi Alilou","orcid":"https://orcid.org/0000-0002-0119-7322"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mehdi Alilou","raw_affiliation_strings":["Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026613536","display_name":"Jennifer Furin","orcid":"https://orcid.org/0000-0002-0825-7199"},"institutions":[{"id":"https://openalex.org/I2799343972","display_name":"University Hospitals of Cleveland","ror":"https://ror.org/0130jk839","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799343972"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jennifer Furin","raw_affiliation_strings":["Department of Infectious Diseases, University Hospitals Cleveland Medical Center, Cleveland, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Infectious Diseases, University Hospitals Cleveland Medical Center, Cleveland, OH, USA","institution_ids":["https://openalex.org/I2799343972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023628953","display_name":"Keith B. Armitage","orcid":"https://orcid.org/0000-0003-0308-218X"},"institutions":[{"id":"https://openalex.org/I2799343972","display_name":"University Hospitals of Cleveland","ror":"https://ror.org/0130jk839","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799343972"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Keith Armitage","raw_affiliation_strings":["Department of Infectious Diseases, University Hospitals Cleveland Medical Center, Cleveland, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Infectious Diseases, University Hospitals Cleveland Medical Center, Cleveland, OH, USA","institution_ids":["https://openalex.org/I2799343972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091618934","display_name":"Robert Gilkeson","orcid":"https://orcid.org/0000-0002-5931-8123"},"institutions":[{"id":"https://openalex.org/I2799343972","display_name":"University Hospitals of Cleveland","ror":"https://ror.org/0130jk839","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799343972"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert Gilkeson","raw_affiliation_strings":["Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA","institution_ids":["https://openalex.org/I2799343972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024680462","display_name":"Mengyao Ji","orcid":"https://orcid.org/0000-0003-2469-0045"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210140357","display_name":"Renmin Hospital of Wuhan University","ror":"https://ror.org/03ekhbz91","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140357"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengyao Ji","raw_affiliation_strings":["Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China"],"raw_orcid":"https://orcid.org/0000-0003-2469-0045","affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210140357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059061070","display_name":"Pingfu Fu","orcid":"https://orcid.org/0000-0002-2334-5218"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pingfu Fu","raw_affiliation_strings":["Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-2334-5218","affiliations":[{"raw_affiliation_string":"Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051186131","display_name":"Amit Gupta","orcid":"https://orcid.org/0000-0001-5345-6763"},"institutions":[{"id":"https://openalex.org/I2799343972","display_name":"University Hospitals of Cleveland","ror":"https://ror.org/0130jk839","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799343972"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amit Gupta","raw_affiliation_strings":["Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA","institution_ids":["https://openalex.org/I2799343972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024288211","display_name":"Cheng Lu","orcid":"https://orcid.org/0000-0002-7651-3924"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cheng Lu","raw_affiliation_strings":["Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-7651-3924","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027642699","display_name":"Anant Madabhushi","orcid":"https://orcid.org/0000-0002-5741-0399"},"institutions":[{"id":"https://openalex.org/I4210110978","display_name":"Louis Stokes Cleveland VA Medical Center","ror":"https://ror.org/01vrybr67","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210110978","https://openalex.org/I4210127612"]},{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anant Madabhushi","raw_affiliation_strings":["Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","Louis Stokes Cleveland Veterans Administration Medical Center, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-5741-0399","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]},{"raw_affiliation_string":"Louis Stokes Cleveland Veterans Administration Medical Center, Cleveland, OH, USA","institution_ids":["https://openalex.org/I4210110978"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":13,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5816,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.89898906,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"25","issue":"11","first_page":"4110","last_page":"4118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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":0.9969000220298767,"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/T10041","display_name":"COVID-19 Clinical Research Studies","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/nomogram","display_name":"Nomogram","score":0.73664391040802},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6783075928688049},{"id":"https://openalex.org/keywords/univariate-analysis","display_name":"Univariate analysis","score":0.6275846362113953},{"id":"https://openalex.org/keywords/mechanical-ventilation","display_name":"Mechanical ventilation","score":0.5900760293006897},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.5723161697387695},{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.5595570802688599},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3619436025619507},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.3490966260433197},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.3464387357234955},{"id":"https://openalex.org/keywords/multivariate-analysis","display_name":"Multivariate analysis","score":0.329466313123703},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.3166172504425049},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1928342878818512},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.14432987570762634},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.13179409503936768}],"concepts":[{"id":"https://openalex.org/C34626388","wikidata":"https://www.wikidata.org/wiki/Q721129","display_name":"Nomogram","level":2,"score":0.73664391040802},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6783075928688049},{"id":"https://openalex.org/C144301174","wikidata":"https://www.wikidata.org/wiki/Q7893852","display_name":"Univariate analysis","level":3,"score":0.6275846362113953},{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.5900760293006897},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.5723161697387695},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.5595570802688599},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3619436025619507},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.3490966260433197},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3464387357234955},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.329466313123703},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3166172504425049},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1928342878818512},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.14432987570762634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.13179409503936768},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0}],"mesh":[{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","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":"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":"D008168","descriptor_name":"Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008168","descriptor_name":"Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008168","descriptor_name":"Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008168","descriptor_name":"Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008168","descriptor_name":"Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012122","descriptor_name":"Ventilators, Mechanical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012122","descriptor_name":"Ventilators, Mechanical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012122","descriptor_name":"Ventilators, Mechanical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012122","descriptor_name":"Ventilators, Mechanical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012122","descriptor_name":"Ventilators, Mechanical","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":"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":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049451","descriptor_name":"Nomograms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/jbhi.2021.3103389","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3103389","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/9605141/09513571.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:34388099","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34388099","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":"IEEE journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8709885","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8709885","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE J Biomed Health Inform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/jbhi.2021.3103389","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3103389","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/9605141/09513571.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"}],"awards":[{"id":"https://openalex.org/G1015493786","display_name":null,"funder_award_id":"R01CA216579-01A1","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G1478154455","display_name":null,"funder_award_id":"R01CA249992","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G1529113889","display_name":null,"funder_award_id":"R01CA257612-01A1","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G1636752413","display_name":null,"funder_award_id":"R01CA257612-01A1","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G1705075166","display_name":null,"funder_award_id":"C06 RR12463-01","funder_id":"https://openalex.org/F4320337375","funder_display_name":"National Center for Research Resources"},{"id":"https://openalex.org/G1955128898","display_name":null,"funder_award_id":"R01CA249992-01A1","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G2228475719","display_name":null,"funder_award_id":"R01CA220581","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G2244489136","display_name":null,"funder_award_id":"R01CA202752","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2276198327","display_name":null,"funder_award_id":"UL1TR0002548","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2432435765","display_name":null,"funder_award_id":"1U54CA254566-01","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G2558883063","display_name":null,"funder_award_id":"81901817","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2633658281","display_name":null,"funder_award_id":"1U01CA239055-01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2689512122","display_name":null,"funder_award_id":"IBX004121A","funder_id":"https://openalex.org/F4320306127","funder_display_name":"U.S. Department of Veterans Affairs"},{"id":"https://openalex.org/G2706671276","display_name":null,"funder_award_id":"1U01CA239055-01","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G2757202478","display_name":null,"funder_award_id":"1U24CA199374-01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G278330899","display_name":null,"funder_award_id":"W81XWH-19-1-0668","funder_id":"https://openalex.org/F4320308018","funder_display_name":"California Breast Cancer Research Program"},{"id":"https://openalex.org/G2847076168","display_name":null,"funder_award_id":"R01CA216579-01A1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2931975380","display_name":null,"funder_award_id":"R01CA202752-01A1","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G3068466812","display_name":null,"funder_award_id":"W81XWH-20-1-0851","funder_id":"https://openalex.org/F4320338485","funder_display_name":"DOD Prostate Cancer Research Program"},{"id":"https://openalex.org/G3118297893","display_name":null,"funder_award_id":"1U01CA248226-01","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3129065745","display_name":null,"funder_award_id":"R01CA202752-01A1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G338730684","display_name":null,"funder_award_id":"R01CA208236","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3561087387","display_name":null,"funder_award_id":"R01CA216579","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3564444776","display_name":null,"funder_award_id":"R01CA202752","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3633720210","display_name":null,"funder_award_id":"R01CA208236-01A1","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G3642337270","display_name":null,"funder_award_id":"R01CA257612","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3680394705","display_name":null,"funder_award_id":"1U24CA199374","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3716872827","display_name":null,"funder_award_id":"W81XWH-18-1-0440","funder_id":"https://openalex.org/F4320338488","funder_display_name":"DOD Peer Reviewed Cancer Research Program"},{"id":"https://openalex.org/G3970488554","display_name":null,"funder_award_id":"UL1TR0002548","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G4075300605","display_name":null,"funder_award_id":"1R01HL15127701A1","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G4175742898","display_name":null,"funder_award_id":"1U54CA254566-01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4549993713","display_name":null,"funder_award_id":"1R43EB028736-01","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"},{"id":"https://openalex.org/G4606841833","display_name":null,"funder_award_id":"1U01CA248226-01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4687949546","display_name":null,"funder_award_id":"1U24CA199374-01","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G4787017382","display_name":null,"funder_award_id":"1 C06 RR12463-01","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G4918398952","display_name":null,"funder_award_id":"UL1TR0002548","funder_id":"https://openalex.org/F4320333364","funder_display_name":"Clinical and Translational Science Collaborative of Cleveland, School of Medicine, Case Western Reserve University"},{"id":"https://openalex.org/G5152166285","display_name":null,"funder_award_id":"R01CA249992-01A1","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G5289215139","display_name":null,"funder_award_id":"R01CA220581-01A1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5311238429","display_name":null,"funder_award_id":"C06 RR12463","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5470161249","display_name":null,"funder_award_id":"R01CA208236-01A1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5850682332","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5969205101","display_name":null,"funder_award_id":"1U24CA199374","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6123616905","display_name":null,"funder_award_id":"IBX004121A","funder_id":"https://openalex.org/F4320337375","funder_display_name":"National Center for Research Resources"},{"id":"https://openalex.org/G6239819367","display_name":null,"funder_award_id":"C06 RR12463","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G6323032517","display_name":null,"funder_award_id":"R01CA220581-01A1","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G6432855449","display_name":null,"funder_award_id":"1U54CA254566-01","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G6493144697","display_name":null,"funder_award_id":"R01HL15807101A1","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G6528660636","display_name":null,"funder_award_id":"1U24CA199374-01","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G6549918934","display_name":null,"funder_award_id":"R01CA220581-01A1","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G6918465890","display_name":null,"funder_award_id":"1 C06 RR12463-01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7063484662","display_name":null,"funder_award_id":"C06 RR12463-01","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G7137575899","display_name":null,"funder_award_id":"R01CA202752-01A1","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G7367292533","display_name":null,"funder_award_id":"R01CA208236-01A1","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G748534802","display_name":null,"funder_award_id":"1U01CA248226","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G7935030457","display_name":null,"funder_award_id":"W81XWH-18-1-0404","funder_id":"https://openalex.org/F4320338488","funder_display_name":"DOD Peer Reviewed Cancer Research Program"},{"id":"https://openalex.org/G7983047512","display_name":null,"funder_award_id":"1U01CA239055-01","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G8446946756","display_name":null,"funder_award_id":"1 C06 RR12463-01","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G854738250","display_name":null,"funder_award_id":"W81XWH-15-1-0558","funder_id":"https://openalex.org/F4320338485","funder_display_name":"DOD Prostate Cancer Research Program"},{"id":"https://openalex.org/G8749513846","display_name":null,"funder_award_id":"1U01CA248226-01","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G879348768","display_name":null,"funder_award_id":"R01CA216579-01A1","funder_id":"https://openalex.org/F4320310678","funder_display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute"},{"id":"https://openalex.org/G923090246","display_name":null,"funder_award_id":"1 C06 RR12463-01","funder_id":"https://openalex.org/F4320337375","funder_display_name":"National Center for Research Resources"}],"funders":[{"id":"https://openalex.org/F4320306080","display_name":"Foundation for the National Institutes of Health","ror":"https://ror.org/00k86s890"},{"id":"https://openalex.org/F4320306127","display_name":"U.S. Department of Veterans Affairs","ror":"https://ror.org/05rsv9s98"},{"id":"https://openalex.org/F4320306300","display_name":"Wallace H. Coulter Foundation","ror":"https://ror.org/04cmszv87"},{"id":"https://openalex.org/F4320307770","display_name":"AstraZeneca","ror":"https://ror.org/04r9x1a08"},{"id":"https://openalex.org/F4320308018","display_name":"California Breast Cancer Research Program","ror":"https://ror.org/00pjdza24"},{"id":"https://openalex.org/F4320310281","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666"},{"id":"https://openalex.org/F4320310678","display_name":"Center for Strategic Scientific Initiatives, National Cancer Institute","ror":"https://ror.org/040gcmg81"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320333364","display_name":"Clinical and Translational Science Collaborative of Cleveland, School of Medicine, Case Western Reserve University","ror":null},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"},{"id":"https://openalex.org/F4320337375","display_name":"National Center for Research Resources","ror":"https://ror.org/04pw6fb54"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"},{"id":"https://openalex.org/F4320338485","display_name":"DOD Prostate Cancer Research Program","ror":null},{"id":"https://openalex.org/F4320338488","display_name":"DOD Peer Reviewed Cancer Research Program","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3187839449.pdf","grobid_xml":"https://content.openalex.org/works/W3187839449.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2098491658","https://openalex.org/W2194775991","https://openalex.org/W2328176404","https://openalex.org/W2520766080","https://openalex.org/W2616247523","https://openalex.org/W2751119241","https://openalex.org/W2963446712","https://openalex.org/W3005079553","https://openalex.org/W3005656138","https://openalex.org/W3009885589","https://openalex.org/W3010377921","https://openalex.org/W3015793166","https://openalex.org/W3017743621","https://openalex.org/W3025948831","https://openalex.org/W3033651958","https://openalex.org/W3036360806","https://openalex.org/W3036779511","https://openalex.org/W3045596310","https://openalex.org/W3102564565","https://openalex.org/W3165656738","https://openalex.org/W4298406461","https://openalex.org/W6725739302","https://openalex.org/W6726600170","https://openalex.org/W6743872867","https://openalex.org/W6776290648"],"related_works":["https://openalex.org/W2122079181","https://openalex.org/W40745829","https://openalex.org/W2082153206","https://openalex.org/W3146652434","https://openalex.org/W2036849593","https://openalex.org/W4390059798","https://openalex.org/W1985848810","https://openalex.org/W2103155761","https://openalex.org/W2912390640","https://openalex.org/W4206155924"],"abstract_inverted_index":{"Almost":[0],"25%":[1],"of":[2,132,184,235,247,264],"COVID-19":[3,188,281,299],"patients":[4,24,42,282],"end":[5,26,308],"up":[6,27,284,309],"in":[7,278],"ICU":[8],"needing":[9,28,285],"critical":[10],"mechanical":[11,185,313],"ventilation":[12],"support.":[13],"There":[14],"is":[15,34],"currently":[16],"no":[17],"validated":[18],"objective":[19],"way":[20],"to":[21,165,180,204,307],"predict":[22,181],"which":[23,280],"will":[25],"ventilator":[29],"support,":[30],"when":[31],"the":[32,182,257],"disease":[33,302],"mild":[35],"and":[36,66,94,126,157,209,242,305],"not":[37],"progressed.":[38],"N":[39,51,59,149],"=":[40,52,60,92,110,118,150,267],"869":[41],"from":[43],"two":[44],"sites":[45,292],"(D":[46,97,141],"<sub":[47,55,85,103,114,134,142,174],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[48,56,86,89,99,104,107,115,135,138,143,146,175,178,240,272],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sub>":[49,87,105,136,144,176],":":[50,58,101],"822,":[53],"D":[54,84,102,113,133,173,238,270],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sub>":[57,116],"47)":[61],"with":[62,160,202,300],"baseline":[63],"clinical":[64,194,208,229,249],"characteristics":[65],"chest":[67],"CT":[68,163],"scans":[69],"were":[70,154,200],"considered":[71],"for":[72,187],"this":[73],"study.":[74],"The":[75],"entire":[76],"dataset":[77],"was":[78,243],"randomly":[79],"divided":[80],"into":[81],"70%":[82],"training,":[83],"<sup":[88,98,106,137,145,177,239,271],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">train</sup>":[90,139,179],"(N":[91,109,117],"606)":[93],"30%":[95],"test-set":[96],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">test</sup>":[100,108,241,273],"216)":[111],"+":[112],"47)).":[119],"An":[120],"expert":[121],"radiologist":[122],"delineated":[123],"ground-glass-opacities":[124],"(GGOs)":[125],"consolidation":[127],"regions":[128,153],"on":[129,172,237,251,269,310],"a":[130,286,311],"subset":[131],",":[140,148],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">train_sub</sup>":[147],"88).":[151],"These":[152],"automatically":[155],"segmented":[156],"used":[158],"along":[159],"their":[161],"corresponding":[162],"volumes":[164],"train":[166],"an":[167,206,233,262],"imaging":[168,211],"AI":[169,210],"predictor":[170],"(AIP)":[171],"need":[183],"ventilators":[186],"patients.":[189],"Finally,":[190],"top":[191,226],"five":[192,227],"prognostic":[193,228,245],"factors":[195],"selected":[196],"using":[197],"univariate":[198],"analysis":[199,215,253],"integrated":[201,207],"AIP":[203,231,260,277],"construct":[205],"nomogram":[212],"(ClAIN).":[213],"Univariate":[214],"identified":[216],"lactate":[217],"dehydrogenase,":[218],"prothrombin":[219],"time,":[220],"aspartate":[221],"aminotransferase,":[222],"%lymphocytes,":[223],"albumin":[224],"as":[225],"features.":[230],"yielded":[232],"AUC":[234,263],"0.81":[236],"independently":[244],"irrespective":[246],"other":[248],"parameters":[250],"multivariable":[252],"(p<0.001).":[254],"ClAIN":[255,275,295],"improved":[256],"performance":[258],"over":[259],"yielding":[261],"0.84":[265],"(p":[266],"0.04)":[268],".":[274],"outperformed":[276],"predicting":[279],"ended":[283],"ventilator.":[287],"Our":[288],"results":[289],"across":[290],"multiple":[291],"suggest":[293],"that":[294],"could":[296],"help":[297],"identify":[298],"severe":[301],"more":[303],"precisely":[304],"likely":[306],"life-saving":[312],"ventilation.":[314]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
