{"id":"https://openalex.org/W4206114420","doi":"https://doi.org/10.3233/shti210918","title":"Predicting Hospital Admission for Emergency Department Patients: A Machine Learning Approach","display_name":"Predicting Hospital Admission for Emergency Department Patients: A Machine Learning Approach","publication_year":2022,"publication_date":"2022-01-14","ids":{"openalex":"https://openalex.org/W4206114420","doi":"https://doi.org/10.3233/shti210918","pmid":"https://pubmed.ncbi.nlm.nih.gov/35062151"},"language":"en","primary_location":{"id":"doi:10.3233/shti210918","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210918","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210918","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210918","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Georgios Feretzakis","orcid":null},"institutions":[{"id":"https://openalex.org/I231025917","display_name":"Hellenic Open University","ror":"https://ror.org/02kq26x23","country_code":"GR","type":"education","lineage":["https://openalex.org/I231025917"]},{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Georgios Feretzakis","raw_affiliation_strings":["Department of Quality Control, Research and Continuing Education, Sismanogleio General Hospital, Marousi, Greece","IT department, Sismanogleio General Hospital, Marousi, Greece","School of Science and Technology, Hellenic Open University, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Quality Control, Research and Continuing Education, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]},{"raw_affiliation_string":"IT department, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]},{"raw_affiliation_string":"School of Science and Technology, Hellenic Open University, Patras, Greece","institution_ids":["https://openalex.org/I231025917"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Aikaterini Sakagianni","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Aikaterini Sakagianni","raw_affiliation_strings":["Intensive Care Unit, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intensive Care Unit, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Evangelos Loupelis","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evangelos Loupelis","raw_affiliation_strings":["IT department, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IT department, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Georgios Karlis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210166756","display_name":"Sotiria General Hospital","ror":"https://ror.org/05gbdc474","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210166756"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Karlis","raw_affiliation_strings":["Thoracic Diseases General Hospital Sotiria, Athens, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Thoracic Diseases General Hospital Sotiria, Athens, Greece","institution_ids":["https://openalex.org/I4210166756"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dimitris Kalles","orcid":null},"institutions":[{"id":"https://openalex.org/I231025917","display_name":"Hellenic Open University","ror":"https://ror.org/02kq26x23","country_code":"GR","type":"education","lineage":["https://openalex.org/I231025917"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitris Kalles","raw_affiliation_strings":["School of Science and Technology, Hellenic Open University, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science and Technology, Hellenic Open University, Patras, Greece","institution_ids":["https://openalex.org/I231025917"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lazaros Tzelves","orcid":null},"institutions":[{"id":"https://openalex.org/I200777214","display_name":"National and Kapodistrian University of Athens","ror":"https://ror.org/04gnjpq42","country_code":"GR","type":"education","lineage":["https://openalex.org/I200777214"]},{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Lazaros Tzelves","raw_affiliation_strings":["Second Department of Urology, National and Kapodistrian University of Athens, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Second Department of Urology, National and Kapodistrian University of Athens, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565","https://openalex.org/I200777214"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rea Chatzikyriakou","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Rea Chatzikyriakou","raw_affiliation_strings":["Hematology Laboratory, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hematology Laboratory, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nikolaos Trakas","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikolaos Trakas","raw_affiliation_strings":["Biochemistry Department, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biochemistry Department, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Stavroula Petropoulou","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stavroula Petropoulou","raw_affiliation_strings":["IT department, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IT department, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Aikaterini Tika","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Aikaterini Tika","raw_affiliation_strings":["Administration, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Administration, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zoi Rakopoulou","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Zoi Rakopoulou","raw_affiliation_strings":["Administration, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Administration, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ilias Dalainas","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ilias Dalainas","raw_affiliation_strings":["Administration, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Administration, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]},{"author_position":"last","author":{"id":null,"display_name":"Vasileios Kaldis","orcid":null},"institutions":[{"id":"https://openalex.org/I2800888565","display_name":"Sismanoglio General Hospital","ror":"https://ror.org/057cm0m66","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I2800888565"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vasileios Kaldis","raw_affiliation_strings":["Emergency Department, Sismanogleio General Hospital, Marousi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Department, Sismanogleio General Hospital, Marousi, Greece","institution_ids":["https://openalex.org/I2800888565"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":13,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I231025917","https://openalex.org/I2800888565"],"apc_list":null,"apc_paid":null,"fwci":16.4932,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.99223947,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"289","issue":null,"first_page":"297","last_page":"300"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.3767000138759613,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.3767000138759613,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.3393000066280365,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.08980000019073486,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.8456000089645386},{"id":"https://openalex.org/keywords/hospital-admission","display_name":"Hospital admission","score":0.6431000232696533},{"id":"https://openalex.org/keywords/observational-study","display_name":"Observational study","score":0.6198999881744385},{"id":"https://openalex.org/keywords/retrospective-cohort-study","display_name":"Retrospective cohort study","score":0.5149000287055969},{"id":"https://openalex.org/keywords/public-hospital","display_name":"Public hospital","score":0.4251999855041504},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.36649999022483826},{"id":"https://openalex.org/keywords/tertiary-care","display_name":"Tertiary care","score":0.3476000130176544}],"concepts":[{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.8456000089645386},{"id":"https://openalex.org/C3019871722","wikidata":"https://www.wikidata.org/wiki/Q718944","display_name":"Hospital admission","level":2,"score":0.6431000232696533},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6211000084877014},{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.6198999881744385},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.5630000233650208},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5450000166893005},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.5239999890327454},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.5149000287055969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4562999904155731},{"id":"https://openalex.org/C2775860198","wikidata":"https://www.wikidata.org/wiki/Q7257872","display_name":"Public hospital","level":2,"score":0.4251999855041504},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.36649999022483826},{"id":"https://openalex.org/C2991842025","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Tertiary care","level":2,"score":0.3476000130176544},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.3034000098705292},{"id":"https://openalex.org/C3018552615","wikidata":"https://www.wikidata.org/wiki/Q1813474","display_name":"Teaching hospital","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C3019719930","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value","level":2,"score":0.28839999437332153},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2827000021934509},{"id":"https://openalex.org/C3017595490","wikidata":"https://www.wikidata.org/wiki/Q17006263","display_name":"University hospital","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2535000145435333}],"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":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","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":"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":"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}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti210918","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210918","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210918","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:35062151","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35062151","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti210918","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210918","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210918","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206114420.pdf","grobid_xml":"https://content.openalex.org/works/W4206114420.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W2068227175","https://openalex.org/W2101807845","https://openalex.org/W2883079384","https://openalex.org/W2969075152","https://openalex.org/W2972181491","https://openalex.org/W3033928953","https://openalex.org/W3041033206","https://openalex.org/W6675354045","https://openalex.org/W6683445055"],"related_works":[],"abstract_inverted_index":{"The":[0],"objective":[1],"of":[2,18,80],"this":[3],"study":[4,26],"was":[5],"to":[6,13,20,32,43,67,97],"establish":[7],"a":[8,33,85,89],"machine":[9],"learning":[10],"model":[11,91],"and":[12,51],"evaluate":[14],"its":[15],"predictive":[16],"capability":[17],"admission":[19],"the":[21,61,68,75,81,98,101],"hospital.":[22],"This":[23],"observational":[24],"retrospective":[25],"included":[27],"3204":[28],"emergency":[29],"department":[30],"visits":[31],"public":[34],"tertiary":[35],"care":[36],"hospital":[37],"in":[38,58,65],"Greece":[39],"from":[40],"14":[41],"March":[42],"4":[44],"May":[45],"2019.":[46],"We":[47],"investigated":[48],"biochemical":[49],"markers":[50],"coagulation":[52],"tests":[53],"that":[54],"are":[55],"routinely":[56],"checked":[57],"patients":[59],"visiting":[60],"Emergency":[62],"Department":[63],"(ED)":[64],"relation":[66],"ED":[69],"outcome":[70],"(admission":[71],"or":[72],"discharge).":[73],"Among":[74],"most":[76],"popular":[77],"classification":[78],"techniques":[79],"scikit-learn":[82],"library":[83],"through":[84],"10-fold":[86],"cross-validation":[87],"approach,":[88],"GaussianNB":[90],"outperformed":[92],"other":[93],"models":[94],"with":[95],"respect":[96],"area":[99],"under":[100],"receiver":[102],"operating":[103],"characteristic":[104],"curve.":[105]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2022-01-25T00:00:00"}
