{"id":"https://openalex.org/W4210969170","doi":"https://doi.org/10.1007/s11517-022-02519-x","title":"Predicting the necessity of oxygen therapy in the early stage of COVID-19 using machine learning","display_name":"Predicting the necessity of oxygen therapy in the early stage of COVID-19 using machine learning","publication_year":2022,"publication_date":"2022-02-11","ids":{"openalex":"https://openalex.org/W4210969170","doi":"https://doi.org/10.1007/s11517-022-02519-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/35147843"},"language":"en","primary_location":{"id":"doi:10.1007/s11517-022-02519-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-022-02519-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02519-x.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02519-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071458594","display_name":"Sara Saadatmand","orcid":"https://orcid.org/0000-0003-3764-921X"},"institutions":[{"id":"https://openalex.org/I90767664","display_name":"Persian Gulf University","ror":"https://ror.org/03n2mgj60","country_code":"IR","type":"education","lineage":["https://openalex.org/I90767664"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Sara Saadatmand","raw_affiliation_strings":["Computational Intelligence and Intelligent Optimization Research Group, Persian Gulf University, 75169, Bushehr, Iran"],"raw_orcid":"https://orcid.org/0000-0003-3764-921X","affiliations":[{"raw_affiliation_string":"Computational Intelligence and Intelligent Optimization Research Group, Persian Gulf University, 75169, Bushehr, Iran","institution_ids":["https://openalex.org/I90767664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030080866","display_name":"Khodakaram Salimifard","orcid":"https://orcid.org/0000-0002-7059-724X"},"institutions":[{"id":"https://openalex.org/I90767664","display_name":"Persian Gulf University","ror":"https://ror.org/03n2mgj60","country_code":"IR","type":"education","lineage":["https://openalex.org/I90767664"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Khodakaram Salimifard","raw_affiliation_strings":["Computational Intelligence and Intelligent Optimization Research Group, Persian Gulf University, 75169, Bushehr, Iran. salimifard@pgu.ac.ir","Computational Intelligence and Intelligent Optimization Research Group, Persian Gulf University, 75169, Bushehr, Iran"],"raw_orcid":"https://orcid.org/0000-0002-7059-724X","affiliations":[{"raw_affiliation_string":"Computational Intelligence and Intelligent Optimization Research Group, Persian Gulf University, 75169, Bushehr, Iran. salimifard@pgu.ac.ir","institution_ids":["https://openalex.org/I90767664"]},{"raw_affiliation_string":"Computational Intelligence and Intelligent Optimization Research Group, Persian Gulf University, 75169, Bushehr, Iran","institution_ids":["https://openalex.org/I90767664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003501995","display_name":"Reza Mohammadi","orcid":"https://orcid.org/0000-0001-9538-0648"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Reza Mohammadi","raw_affiliation_strings":["Department of Operation Management, Amsterdam Business School, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-9538-0648","affiliations":[{"raw_affiliation_string":"Department of Operation Management, Amsterdam Business School, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060824726","display_name":"Maryam Marzban","orcid":"https://orcid.org/0000-0003-4333-4126"},"institutions":[{"id":"https://openalex.org/I52623189","display_name":"Bushehr University of Medical Sciences","ror":"https://ror.org/02y18ts25","country_code":"IR","type":"education","lineage":["https://openalex.org/I52623189"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Maryam Marzban","raw_affiliation_strings":["Department of Public Health, School of Public Health, Bushehr University of Medical Science, Bushehr, Iran"],"raw_orcid":"https://orcid.org/0000-0003-4333-4126","affiliations":[{"raw_affiliation_string":"Department of Public Health, School of Public Health, Bushehr University of Medical Science, Bushehr, Iran","institution_ids":["https://openalex.org/I52623189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059425785","display_name":"Ahmad Naghibzadeh\u2010Tahami","orcid":"https://orcid.org/0000-0002-2221-7302"},"institutions":[{"id":"https://openalex.org/I235686326","display_name":"Kerman University of Medical Sciences","ror":"https://ror.org/02kxbqc24","country_code":"IR","type":"education","lineage":["https://openalex.org/I235686326"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ahmad Naghibzadeh-Tahami","raw_affiliation_strings":["Modeling in Health Research Center, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran"],"raw_orcid":"https://orcid.org/0000-0002-2221-7302","affiliations":[{"raw_affiliation_string":"Modeling in Health Research Center, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran","institution_ids":["https://openalex.org/I235686326"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5030080866"],"corresponding_institution_ids":["https://openalex.org/I90767664"],"apc_list":{"value":2890,"currency":"EUR","value_usd":3690},"apc_paid":null,"fwci":3.0912,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.91539118,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"60","issue":"4","first_page":"957","last_page":"968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9994999766349792,"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":0.9994999766349792,"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/T10041","display_name":"COVID-19 Clinical Research Studies","score":0.9969000220298767,"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"}},{"id":"https://openalex.org/T10143","display_name":"Chronic Obstructive Pulmonary Disease (COPD) Research","score":0.9855999946594238,"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/logistic-regression","display_name":"Logistic regression","score":0.6651183366775513},{"id":"https://openalex.org/keywords/oxygen-therapy","display_name":"Oxygen therapy","score":0.6369626522064209},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5606957077980042},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5409930348396301},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.536394476890564},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.481205016374588},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4272174835205078},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.4207457900047302},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.3550724685192108},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.33803486824035645},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.27539971470832825},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.25151824951171875}],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6651183366775513},{"id":"https://openalex.org/C2780630273","wikidata":"https://www.wikidata.org/wiki/Q1988216","display_name":"Oxygen therapy","level":2,"score":0.6369626522064209},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5606957077980042},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5409930348396301},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.536394476890564},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.481205016374588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4272174835205078},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.4207457900047302},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3550724685192108},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.33803486824035645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27539971470832825},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.25151824951171875},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000628","qualifier_name":"therapy","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":"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":"D010100","descriptor_name":"Oxygen","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010100","descriptor_name":"Oxygen","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010100","descriptor_name":"Oxygen","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010100","descriptor_name":"Oxygen","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1007/s11517-022-02519-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-022-02519-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02519-x.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},{"id":"pmid:35147843","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35147843","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":"Medical & biological engineering & computing","raw_type":null},{"id":"pmh:oai:eprints.bpums.ac.ir:9623","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401318","display_name":"Bushehr University of Medical Sciences Repository (Bushehr University of Medical Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52623189","host_organization_name":"Bushehr University of Medical Sciences","host_organization_lineage":["https://openalex.org/I52623189"],"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:pubmedcentral.nih.gov:8832434","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8832434","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":"Med Biol Eng Comput","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11517-022-02519-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-022-02519-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-022-02519-x.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8199999928474426,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4210969170.pdf","grobid_xml":"https://content.openalex.org/works/W4210969170.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1723129825","https://openalex.org/W1831050183","https://openalex.org/W1930624869","https://openalex.org/W2028496557","https://openalex.org/W2053154970","https://openalex.org/W2088637751","https://openalex.org/W2089367555","https://openalex.org/W2216946510","https://openalex.org/W2295598076","https://openalex.org/W2487770199","https://openalex.org/W2611864304","https://openalex.org/W2762153450","https://openalex.org/W2884989545","https://openalex.org/W2915309549","https://openalex.org/W2936573766","https://openalex.org/W2979205229","https://openalex.org/W3004824173","https://openalex.org/W3008827533","https://openalex.org/W3016437270","https://openalex.org/W3017117984","https://openalex.org/W3032996159","https://openalex.org/W3034304416","https://openalex.org/W3035643455","https://openalex.org/W3047268902","https://openalex.org/W3080081798","https://openalex.org/W3088317809","https://openalex.org/W3093102081","https://openalex.org/W3098474649","https://openalex.org/W3120320311","https://openalex.org/W3122696681","https://openalex.org/W3129498525","https://openalex.org/W3134991801","https://openalex.org/W3150135197","https://openalex.org/W3153913795","https://openalex.org/W3157143019","https://openalex.org/W3158779588","https://openalex.org/W3174348840","https://openalex.org/W3209120769","https://openalex.org/W4214821016","https://openalex.org/W4230096730","https://openalex.org/W4292528167","https://openalex.org/W4399570171"],"related_works":["https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3193043704","https://openalex.org/W3171520305","https://openalex.org/W1924178503","https://openalex.org/W4367335965","https://openalex.org/W4385574838","https://openalex.org/W4367335937","https://openalex.org/W4308573183","https://openalex.org/W4366967560"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
