{"id":"https://openalex.org/W4283756002","doi":"https://doi.org/10.3390/s22134968","title":"Predicting Patient Length of Stay in Australian Emergency Departments Using Data Mining","display_name":"Predicting Patient Length of Stay in Australian Emergency Departments Using Data Mining","publication_year":2022,"publication_date":"2022-06-30","ids":{"openalex":"https://openalex.org/W4283756002","doi":"https://doi.org/10.3390/s22134968","pmid":"https://pubmed.ncbi.nlm.nih.gov/35808458"},"language":"en","primary_location":{"id":"doi:10.3390/s22134968","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22134968","pdf_url":"https://www.mdpi.com/1424-8220/22/13/4968/pdf?version=1656911427","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/13/4968/pdf?version=1656911427","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016502805","display_name":"Sai Gayatri Gurazada","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sai Gayatri Gurazada","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Clayton, Melbourne, VIC 3800, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Clayton, Melbourne, VIC 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040334493","display_name":"Shijia Gao","orcid":"https://orcid.org/0000-0003-1518-1724"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Shijia (Caddie) Gao","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Clayton, Melbourne, VIC 3800, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1518-1724","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Clayton, Melbourne, VIC 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062142307","display_name":"Frada Burstein","orcid":"https://orcid.org/0000-0001-8258-0878"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Frada Burstein","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Clayton, Melbourne, VIC 3800, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8258-0878","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Clayton, Melbourne, VIC 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028816509","display_name":"Paul Buntine","orcid":"https://orcid.org/0000-0003-4329-3117"},"institutions":[{"id":"https://openalex.org/I4210098920","display_name":"Eastern Health","ror":"https://ror.org/00vyyx863","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210098920"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Paul Buntine","raw_affiliation_strings":["Eastern Health Clinical School Monash University, Box Hill, Melbourne, VIC 3128, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4329-3117","affiliations":[{"raw_affiliation_string":"Eastern Health Clinical School Monash University, Box Hill, Melbourne, VIC 3128, Australia","institution_ids":["https://openalex.org/I4210098920","https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040334493"],"corresponding_institution_ids":["https://openalex.org/I56590836"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":4.0638,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.94167185,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"22","issue":"13","first_page":"4968","last_page":"4968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.9991999864578247,"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":0.9991999864578247,"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/T14400","display_name":"Medical Coding and Health Information","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9539999961853027,"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":0.7132008671760559},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6235183477401733},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.444469153881073},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4160119295120239},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.37943699955940247},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.35305914282798767},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34523677825927734},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.27105003595352173},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.20276612043380737},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.13536962866783142}],"concepts":[{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.7132008671760559},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6235183477401733},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.444469153881073},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4160119295120239},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.37943699955940247},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.35305914282798767},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34523677825927734},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27105003595352173},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.20276612043380737},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.13536962866783142}],"mesh":[{"descriptor_ui":"D001315","descriptor_name":"Australia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001315","descriptor_name":"Australia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001315","descriptor_name":"Australia","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":"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":"D007902","descriptor_name":"Length of Stay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007902","descriptor_name":"Length of Stay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007902","descriptor_name":"Length of Stay","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":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.3390/s22134968","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22134968","pdf_url":"https://www.mdpi.com/1424-8220/22/13/4968/pdf?version=1656911427","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:35808458","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35808458","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:monash.edu:publications/a366bd41-0d5a-4098-84d9-6a245e9e3af9","is_oa":true,"landing_page_url":"https://research.monash.edu/en/publications/a366bd41-0d5a-4098-84d9-6a245e9e3af9","pdf_url":null,"source":{"id":"https://openalex.org/S4306402625","display_name":"Monash University Research Portal (Monash University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56590836","host_organization_name":"Monash University","host_organization_lineage":["https://openalex.org/I56590836"],"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":"Gurazada, S G, Gao, S, Burstein, F & Buntine, P 2022, 'Predicting patient Length of Stay in Australian emergency departments using data mining', Sensors, vol. 22, no. 13, 4968. https://doi.org/10.3390/s22134968","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:eddc0a61dde541c284732371b699ad05","is_oa":true,"landing_page_url":"https://doaj.org/article/eddc0a61dde541c284732371b699ad05","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":"Sensors, Vol 22, Iss 13, p 4968 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/13/4968/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22134968","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 22; Issue 13; Pages: 4968","raw_type":"Text"},{"id":"pmh:oai:monash.edu:publications/a366bd41-0d5a-4098-84d9-6a245e9e3af9","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85133127822&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402625","display_name":"Monash University Research Portal (Monash University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56590836","host_organization_name":"Monash University","host_organization_lineage":["https://openalex.org/I56590836"],"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":"Gurazada , S G , Gao , S , Burstein , F & Buntine , P 2022 , ' Predicting patient Length of Stay in Australian emergency departments using data mining ' , Sensors , vol. 22 , no. 13 , 4968 . https://doi.org/10.3390/s22134968","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9269793","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9269793","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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22134968","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22134968","pdf_url":"https://www.mdpi.com/1424-8220/22/13/4968/pdf?version=1656911427","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","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":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4283756002.pdf"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W4007095","https://openalex.org/W1480618922","https://openalex.org/W1486196954","https://openalex.org/W1520263474","https://openalex.org/W1527485155","https://openalex.org/W1551385575","https://openalex.org/W1968385401","https://openalex.org/W1975322779","https://openalex.org/W1980276147","https://openalex.org/W1989173892","https://openalex.org/W2003936913","https://openalex.org/W2022460880","https://openalex.org/W2024784120","https://openalex.org/W2025729044","https://openalex.org/W2035118060","https://openalex.org/W2044499330","https://openalex.org/W2054114339","https://openalex.org/W2066084408","https://openalex.org/W2067369148","https://openalex.org/W2076354283","https://openalex.org/W2076983043","https://openalex.org/W2077663548","https://openalex.org/W2079687402","https://openalex.org/W2081028405","https://openalex.org/W2093496728","https://openalex.org/W2110358548","https://openalex.org/W2111482690","https://openalex.org/W2118073308","https://openalex.org/W2133990480","https://openalex.org/W2137349054","https://openalex.org/W2141717791","https://openalex.org/W2149753844","https://openalex.org/W2152742787","https://openalex.org/W2158143121","https://openalex.org/W2164803550","https://openalex.org/W2300280340","https://openalex.org/W2373278742","https://openalex.org/W2409437973","https://openalex.org/W2424628474","https://openalex.org/W2491185291","https://openalex.org/W2515089906","https://openalex.org/W2534887021","https://openalex.org/W2545104188","https://openalex.org/W2575182134","https://openalex.org/W2578032654","https://openalex.org/W2604972438","https://openalex.org/W2606436201","https://openalex.org/W2624311461","https://openalex.org/W2626675868","https://openalex.org/W2766311512","https://openalex.org/W2788608859","https://openalex.org/W2790035631","https://openalex.org/W2800811997","https://openalex.org/W2888970663","https://openalex.org/W2899693997","https://openalex.org/W2900381886","https://openalex.org/W2901495210","https://openalex.org/W2909877689","https://openalex.org/W2911964244","https://openalex.org/W2915386693","https://openalex.org/W2955819972","https://openalex.org/W2963507647","https://openalex.org/W2982147011","https://openalex.org/W3023556817","https://openalex.org/W3139392673","https://openalex.org/W3159854045","https://openalex.org/W3206048862","https://openalex.org/W4205827446","https://openalex.org/W4206314532","https://openalex.org/W4229903798","https://openalex.org/W4243725919","https://openalex.org/W4244781008","https://openalex.org/W4247499318","https://openalex.org/W4248926299","https://openalex.org/W4253685328","https://openalex.org/W4256484092","https://openalex.org/W6600154408","https://openalex.org/W6633912811","https://openalex.org/W6697598613","https://openalex.org/W6714243528","https://openalex.org/W6740197873","https://openalex.org/W6794772579"],"related_works":["https://openalex.org/W2791973335","https://openalex.org/W2384709362","https://openalex.org/W2079855793","https://openalex.org/W2097386058","https://openalex.org/W4384345078","https://openalex.org/W2050305294","https://openalex.org/W2244194037","https://openalex.org/W4289223613","https://openalex.org/W2625702017","https://openalex.org/W322167246"],"abstract_inverted_index":{"Length":[0],"of":[1,22,86],"Stay":[2],"(LOS)":[3],"is":[4,67,82,112],"an":[5,18],"important":[6],"performance":[7],"metric":[8,64],"in":[9,20,44,76,117,184,189,222],"Australian":[10],"Emergency":[11,161],"Departments":[12],"(EDs).":[13],"Recent":[14],"evidence":[15,109],"suggests":[16],"that":[17,51,73,110,133,193,225],"LOS":[19,36,119,136,200,230],"excess":[21],"4":[23,42,202,232],"h":[24,43,203],"may":[25],"be":[26,56,212],"associated":[27],"with":[28],"increased":[29],"mortality,":[30],"but":[31,234],"despite":[32],"this,":[33,80],"the":[34,104,159,173,178,191],"average":[35],"continues":[37],"to":[38,58,61,96,103,114,120,148,167,197,218,228,236],"remain":[39],"greater":[40],"than":[41],"many":[45],"EDs.":[46],"Previous":[47],"studies":[48],"have":[49],"found":[50],"Data":[52,151],"Mining":[53,152],"(DM)":[54],"can":[55,211],"used":[57,145,166,213],"help":[59],"hospitals":[60],"manage":[62,97],"this":[63,185],"and":[65,107,143,172,204],"there":[66,81],"continued":[68],"research":[69,88],"into":[70,89],"identifying":[71,190],"factors":[72,95,132,192,221,239],"cause":[74,198],"delays":[75,116],"ED":[77,98,118,135,199,229],"LOS.":[78,99],"Despite":[79],"still":[83],"a":[84,140],"lack":[85],"specific":[87],"how":[90],"DM":[91],"could":[92,226],"use":[93],"these":[94,238],"This":[100],"study":[101,186],"adds":[102],"emerging":[105],"literature":[106,141],"offers":[108],"it":[111],"possible":[113],"predict":[115],"offer":[121],"Clinical":[122],"Decision":[123],"Support":[124],"(CDS)":[125],"by":[126,214],"using":[127,177],"DM.":[128],"Sixteen":[129],"potentially":[130],"relevant":[131,169],"impact":[134],"were":[137,175,187,194],"identified":[138],"through":[139],"survey":[142],"subsequently":[144],"as":[146],"predictors":[147],"create":[149],"six":[150],"Models":[153],"(DMMs).":[154],"An":[155],"extract":[156],"based":[157],"on":[158],"Victorian":[160],"Minimum":[162],"Dataset":[163],"(VEMD)":[164],"was":[165],"obtain":[168],"patient":[170],"details":[171],"DMMs":[174,182,210],"implemented":[176,183],"Weka":[179],"Software.":[180],"The":[181],"successful":[188],"most":[195],"likely":[196],">":[201,231],"also":[205,235],"identify":[206,219],"their":[207,223],"correlation.":[208],"These":[209],"hospitals,":[215],"not":[216],"only":[217],"risk":[220],"EDs":[224],"lead":[227],"h,":[233],"monitor":[237],"over":[240],"time.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-28T09:10:13.091523","created_date":"2025-10-10T00:00:00"}