{"id":"https://openalex.org/W2020492074","doi":"https://doi.org/10.1186/1472-6947-8-56","title":"Support vector machine versus logistic regression modeling for prediction of hospital mortality in critically ill patients with haematological malignancies","display_name":"Support vector machine versus logistic regression modeling for prediction of hospital mortality in critically ill patients with haematological malignancies","publication_year":2008,"publication_date":"2008-12-01","ids":{"openalex":"https://openalex.org/W2020492074","doi":"https://doi.org/10.1186/1472-6947-8-56","mag":"2020492074","pmid":"https://pubmed.ncbi.nlm.nih.gov/19061509"},"language":"en","primary_location":{"id":"doi:10.1186/1472-6947-8-56","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-8-56","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-8-56","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-8-56","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014224150","display_name":"T Verplancke","orcid":null},"institutions":[{"id":"https://openalex.org/I2801227569","display_name":"Ghent University Hospital","ror":"https://ror.org/00xmkp704","country_code":"BE","type":"healthcare","lineage":["https://openalex.org/I2801227569"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"T Verplancke","raw_affiliation_strings":["Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium. thierry.verplancke@ugent.be","Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium. thierry.verplancke@ugent.be","institution_ids":["https://openalex.org/I2801227569"]},{"raw_affiliation_string":"Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I2801227569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084004054","display_name":"Stijn Van Looy","orcid":"https://orcid.org/0000-0002-1205-2161"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"S Van Looy","raw_affiliation_strings":["Department of Information Technology, Faculty of Engineering, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Faculty of Engineering, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074462456","display_name":"Dominique Beno\u00eet","orcid":"https://orcid.org/0000-0002-0227-5169"},"institutions":[{"id":"https://openalex.org/I2801227569","display_name":"Ghent University Hospital","ror":"https://ror.org/00xmkp704","country_code":"BE","type":"healthcare","lineage":["https://openalex.org/I2801227569"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"D Benoit","raw_affiliation_strings":["Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I2801227569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041323870","display_name":"Stijn Vansteelandt","orcid":"https://orcid.org/0000-0002-4207-8733"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"S Vansteelandt","raw_affiliation_strings":["Department of Applied Mathematics and Computer Science, Faculty of Sciences, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Applied Mathematics and Computer Science, Faculty of Sciences, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015258847","display_name":"P. Depuydt","orcid":null},"institutions":[{"id":"https://openalex.org/I2801227569","display_name":"Ghent University Hospital","ror":"https://ror.org/00xmkp704","country_code":"BE","type":"healthcare","lineage":["https://openalex.org/I2801227569"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"P Depuydt","raw_affiliation_strings":["Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I2801227569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051784384","display_name":"Filip De Turck","orcid":"https://orcid.org/0000-0003-4824-1199"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"F De Turck","raw_affiliation_strings":["Department of Information Technology, Faculty of Engineering, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Faculty of Engineering, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077260135","display_name":"Johan Decruyenaere","orcid":"https://orcid.org/0000-0002-3655-4318"},"institutions":[{"id":"https://openalex.org/I2801227569","display_name":"Ghent University Hospital","ror":"https://ror.org/00xmkp704","country_code":"BE","type":"healthcare","lineage":["https://openalex.org/I2801227569"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"J Decruyenaere","raw_affiliation_strings":["Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intensive Care Medicine, Ghent University Hospital, Faculty of Medicine, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I2801227569"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5014224150"],"corresponding_institution_ids":["https://openalex.org/I2801227569"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":0.9654,"has_fulltext":true,"cited_by_count":121,"citation_normalized_percentile":{"value":0.7627132,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"8","issue":"1","first_page":"56","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9247000217437744,"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"}},"topics":[{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9247000217437744,"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/T11355","display_name":"Inflammatory Biomarkers in Disease Prognosis","score":0.006399999838322401,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T12246","display_name":"Chronic Disease Management Strategies","score":0.004600000102072954,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.7811322808265686},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.7024224400520325},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6659159064292908},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6191063523292542},{"id":"https://openalex.org/keywords/saps-ii","display_name":"SAPS II","score":0.4946856200695038},{"id":"https://openalex.org/keywords/critically-ill","display_name":"Critically ill","score":0.4565323293209076},{"id":"https://openalex.org/keywords/apache-ii","display_name":"APACHE II","score":0.44834089279174805},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.446760356426239},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38436275720596313},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.368352472782135},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.3258986175060272},{"id":"https://openalex.org/keywords/intensive-care-unit","display_name":"Intensive care unit","score":0.21223315596580505},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.18538543581962585},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14077803492546082}],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.7811322808265686},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.7024224400520325},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6659159064292908},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6191063523292542},{"id":"https://openalex.org/C2777371824","wikidata":"https://www.wikidata.org/wiki/Q1457524","display_name":"SAPS II","level":4,"score":0.4946856200695038},{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.4565323293209076},{"id":"https://openalex.org/C2780347030","wikidata":"https://www.wikidata.org/wiki/Q344843","display_name":"APACHE II","level":3,"score":0.44834089279174805},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.446760356426239},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38436275720596313},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.368352472782135},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3258986175060272},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.21223315596580505},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.18538543581962585},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14077803492546082}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","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":true},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016638","descriptor_name":"Critical Illness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017052","descriptor_name":"Hospital Mortality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019337","descriptor_name":"Hematologic Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D019337","descriptor_name":"Hematologic Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false},{"descriptor_ui":"D019337","descriptor_name":"Hematologic Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1186/1472-6947-8-56","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-8-56","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-8-56","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:19061509","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/19061509","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:archive.ugent.be:523228","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-523228","pdf_url":"https://biblio.ugent.be/publication/523228/file/530212.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 1472-6947","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:2612652","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/2612652","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:e28ab6ec84394c3890cd51ec9cccac7c","is_oa":true,"landing_page_url":"https://doaj.org/article/e28ab6ec84394c3890cd51ec9cccac7c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 8, Iss 1, p 56 (2008)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/1472-6947-8-56","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-8-56","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-8-56","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2020492074.pdf","grobid_xml":"https://content.openalex.org/works/W2020492074.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1503405070","https://openalex.org/W1953430268","https://openalex.org/W1964940342","https://openalex.org/W1968791966","https://openalex.org/W1972164899","https://openalex.org/W1973948212","https://openalex.org/W1986562125","https://openalex.org/W2000566182","https://openalex.org/W2004122607","https://openalex.org/W2025783786","https://openalex.org/W2056303881","https://openalex.org/W2057445904","https://openalex.org/W2087347434","https://openalex.org/W2102909657","https://openalex.org/W2119821739","https://openalex.org/W2120499593","https://openalex.org/W2132300764","https://openalex.org/W2143426320","https://openalex.org/W2143713767","https://openalex.org/W2171674404","https://openalex.org/W2301316126","https://openalex.org/W2328176404","https://openalex.org/W2613161123","https://openalex.org/W2747485148","https://openalex.org/W4206280824","https://openalex.org/W6643601877"],"related_works":["https://openalex.org/W2973052277","https://openalex.org/W4205853063","https://openalex.org/W2407956741","https://openalex.org/W1974420696","https://openalex.org/W2049847728","https://openalex.org/W2054439702","https://openalex.org/W2181452622","https://openalex.org/W3157721008","https://openalex.org/W2412898060","https://openalex.org/W1981672892"],"abstract_inverted_index":{"BACKGROUND:":[0],"Several":[1],"models":[2,20,77,120,262],"for":[3,9,105,116,125,136,184,278],"mortality":[4,32,66,282],"prediction":[5,234,279],"have":[6,21],"been":[7],"constructed":[8],"critically":[10,284],"ill":[11,285],"patients":[12,34,68,93,286],"with":[13,35,69,94,287],"haematological":[14,36,70,95,288],"malignancies":[15,37,71,96],"in":[16,29,33,67,189,202,217,235,245,271,283],"recent":[17],"years.":[18],"These":[19],"proven":[22],"to":[23,59,73,98,231],"be":[24],"equally":[25],"or":[26,49],"more":[27,145,220],"accurate":[28],"predicting":[30,64],"hospital":[31,65,281],"than":[38],"ICU":[39,75,100],"severity":[40],"of":[41,55,63,118,256,280],"illness":[42],"scores":[43],"such":[44],"as":[45],"the":[46,61,74,99,119,167,170,185,190,203,218,246,258],"APACHE":[47],"II":[48,51],"SAPS":[50],"1.":[52],"The":[53,179,253],"objective":[54],"this":[56],"study":[57],"is":[58],"compare":[60],"accuracy":[62],"admitted":[72,97],"between":[76,101,138,274],"based":[78,89],"on":[79],"multiple":[80],"logistic":[81],"regression":[82],"(MLR)":[83],"and":[84,103,121,140,154,187,209,242,248,260,276],"support":[85],"vector":[86],"machine":[87],"(SVM)":[88],"models.":[90],"METHODS:":[91],"352":[92],"1997":[102],"2006":[104],"a":[106,128,143],"life-threatening":[107],"complication":[108],"were":[109,114,123,134,151,157,194,269],"included.":[110],"252":[111],"patient":[112],"records":[113],"used":[115,124],"training":[117],"100":[122],"validation.":[126],"In":[127,142],"first":[129,204,247],"model":[130,147,205,222,250],"12":[131],"input":[132,149],"variables":[133,150,230,244],"included":[135],"comparison":[137],"MLR":[139,153,186,239,259,275],"SVM.":[141],"second":[144,219,249],"complex":[146,221],"17":[148],"used.":[152],"SVM":[155,188,226,261,277],"analysis":[156],"performed":[158],"independently":[159],"from":[160],"each":[161],"other.":[162],"Discrimination":[163],"was":[164,263],"evaluated":[165],"using":[166],"area":[168,180],"under":[169,181],"receiver":[171],"operating":[172],"characteristic":[173],"(ROC)":[174],"curves":[175],"(+/-":[176,196,200,211,215],"SE).":[177],"RESULTS:":[178],"ROC":[182],"curve":[183],"validation":[191],"data":[192],"set":[193],"0.768":[195],"0.04)":[197,201,216],"vs.":[198,213],"0.802":[199],"(p":[206,223],"=":[207,224],"0.19)":[208],"0.781":[210],"0.05)":[212],"0.808":[214],"0.44).":[225],"needed":[227,240],"only":[228],"4":[229],"make":[232],"its":[233],"both":[236,257],"models,":[237],"whereas":[238],"7":[241],"8":[243],"respectively.":[251],"CONCLUSION:":[252],"discriminative":[254,272],"power":[255,273],"good.":[264],"No":[265],"statistically":[266],"significant":[267],"differences":[268],"found":[270],"malignancies.":[289]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":9},{"year":2012,"cited_by_count":10}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}
