{"id":"https://openalex.org/W2290586955","doi":"https://doi.org/10.1177/1460458216628314","title":"A discrete event simulation tool to support and predict hospital and clinic staffing","display_name":"A discrete event simulation tool to support and predict hospital and clinic staffing","publication_year":2016,"publication_date":"2016-02-29","ids":{"openalex":"https://openalex.org/W2290586955","doi":"https://doi.org/10.1177/1460458216628314","mag":"2290586955","pmid":"https://pubmed.ncbi.nlm.nih.gov/26928193"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1177/1460458216628314","pdf_url":null,"source":{"id":"https://openalex.org/S201800618","display_name":"Health Informatics Journal","issn_l":"1460-4582","issn":["1460-4582","1741-2811"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111825175","display_name":"Christopher M DeRienzo","orcid":null},"institutions":[{"id":"https://openalex.org/I1304161147","display_name":"Mission Health","ror":"https://ror.org/02g802m02","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1304161147"]},{"id":"https://openalex.org/I4210153043","display_name":"Duke University Hospital","ror":"https://ror.org/04bct7p84","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210126298","https://openalex.org/I4210144876","https://openalex.org/I4210153043"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Christopher M DeRienzo","raw_affiliation_strings":["Duke University Hospital, USA","Mission Health System, USA"],"affiliations":[{"raw_affiliation_string":"Mission Health System, USA","institution_ids":["https://openalex.org/I1304161147"]},{"raw_affiliation_string":"Duke University Hospital, USA","institution_ids":["https://openalex.org/I4210153043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003038228","display_name":"Ryan J. Shaw","orcid":"https://orcid.org/0000-0001-6800-6503"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"funder","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan J Shaw","raw_affiliation_strings":["Duke University School of Nursing, USA"],"affiliations":[{"raw_affiliation_string":"Duke University School of Nursing, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049305623","display_name":"Phillip Meanor","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Phillip Meanor","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108609396","display_name":"Emily K. Lada","orcid":null},"institutions":[],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emily Lada","raw_affiliation_strings":["SAS, USA"],"affiliations":[{"raw_affiliation_string":"SAS, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066732635","display_name":"Jeffrey Ferranti","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153043","display_name":"Duke University Hospital","ror":"https://ror.org/04bct7p84","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210126298","https://openalex.org/I4210144876","https://openalex.org/I4210153043"]},{"id":"https://openalex.org/I36194607","display_name":"Duke Energy (United States)","ror":"https://ror.org/030r69d22","country_code":"US","type":"funder","lineage":["https://openalex.org/I36194607"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey Ferranti","raw_affiliation_strings":["Duke Health Technology Solutions, USA","Duke University Hospital, USA"],"affiliations":[{"raw_affiliation_string":"Duke University Hospital, USA","institution_ids":["https://openalex.org/I4210153043"]},{"raw_affiliation_string":"Duke Health Technology Solutions, USA","institution_ids":["https://openalex.org/I36194607"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034961746","display_name":"David Tanaka","orcid":"https://orcid.org/0000-0002-0169-6172"},"institutions":[{"id":"https://openalex.org/I4210153043","display_name":"Duke University Hospital","ror":"https://ror.org/04bct7p84","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210126298","https://openalex.org/I4210144876","https://openalex.org/I4210153043"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Tanaka","raw_affiliation_strings":["Duke University Hospital, USA"],"affiliations":[{"raw_affiliation_string":"Duke University Hospital, USA","institution_ids":["https://openalex.org/I4210153043"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5111825175"],"corresponding_institution_ids":["https://openalex.org/I1304161147","https://openalex.org/I4210153043"],"apc_list":{"value":1500,"currency":"USD","value_usd":1500},"apc_paid":null,"fwci":4.018,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":24,"citation_normalized_percentile":{"value":0.969201,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":92,"max":93},"biblio":{"volume":"23","issue":"2","first_page":"124","last_page":"133"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9976,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9976,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"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/T11095","display_name":"Emergency and Acute Care Studies","score":0.9972,"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/T12174","display_name":"Hospital Admissions and Outcomes","score":0.9952,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/staffing","display_name":"Staffing","score":0.9295546},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete-Event Simulation","score":0.8129884}],"concepts":[{"id":"https://openalex.org/C2777512617","wikidata":"https://www.wikidata.org/wiki/Q1783605","display_name":"Staffing","level":2,"score":0.9295546},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.8129884},{"id":"https://openalex.org/C2776135927","wikidata":"https://www.wikidata.org/wiki/Q5242559","display_name":"Referral","level":2,"score":0.61075914},{"id":"https://openalex.org/C122637931","wikidata":"https://www.wikidata.org/wiki/Q118084","display_name":"Unit (ring theory)","level":2,"score":0.5761701},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.55476165},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.54751086},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.46779305},{"id":"https://openalex.org/C2777091541","wikidata":"https://www.wikidata.org/wiki/Q9008292","display_name":"Neonatal intensive care unit","level":2,"score":0.45167583},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.43983194},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.4328536},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42307693},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.39237893},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.37066513},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31827986},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17871875},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.1692076},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13088924},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.10890007},{"id":"https://openalex.org/C187212893","wikidata":"https://www.wikidata.org/wiki/Q123028","display_name":"Pediatrics","level":1,"score":0.09649131},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D007363","descriptor_name":"Intensive Care Units, Neonatal","qualifier_ui":"","qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010561","descriptor_name":"Personnel Staffing and Scheduling","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":false},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007363","descriptor_name":"Intensive Care Units, Neonatal","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D009657","descriptor_name":"North Carolina","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010561","descriptor_name":"Personnel Staffing and Scheduling","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D010561","descriptor_name":"Personnel Staffing and Scheduling","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012985","descriptor_name":"Software Design","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000078329","descriptor_name":"Workforce","qualifier_ui":"","qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1177/1460458216628314","pdf_url":null,"source":{"id":"https://openalex.org/S201800618","display_name":"Health Informatics Journal","issn_l":"1460-4582","issn":["1460-4582","1741-2811"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26928193","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_indexed_in_scopus":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":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":15,"referenced_works":["https://openalex.org/W1966673039","https://openalex.org/W2008819075","https://openalex.org/W2016013043","https://openalex.org/W2021293936","https://openalex.org/W2023579183","https://openalex.org/W2034009890","https://openalex.org/W2053104823","https://openalex.org/W2068049301","https://openalex.org/W2072410090","https://openalex.org/W2102806222","https://openalex.org/W2111038923","https://openalex.org/W2146544852","https://openalex.org/W2163208750","https://openalex.org/W2419677623","https://openalex.org/W4250945801"],"related_works":["https://openalex.org/W2918379277","https://openalex.org/W2910070190","https://openalex.org/W2802613825","https://openalex.org/W2605401415","https://openalex.org/W2559378387","https://openalex.org/W2264090623","https://openalex.org/W2100396492","https://openalex.org/W2084728249","https://openalex.org/W2064212480","https://openalex.org/W1603917532"],"abstract_inverted_index":{"We":[0,30],"demonstrate":[1],"how":[2,127],"to":[3,8,74],"develop":[4],"a":[5,21,32,42,61,76,105,124,130,140,143],"simulation":[6,35,64,94],"tool":[7,95],"help":[9],"healthcare":[10,99],"managers":[11,100],"and":[12,15,47,83,101,116,122],"administrators":[13,102],"predict":[14],"plan":[16],"for":[17],"staffing":[18,89,114],"needs":[19],"in":[20,41,118,129,142],"hospital":[22],"neonatal":[23,43],"intensive":[24,44],"care":[25,45],"unit":[26,46,141],"using":[27],"administrative":[28],"data.":[29,54],"developed":[31],"discrete":[33,62,92],"event":[34,63,93],"model":[36,51,70,96],"of":[37,79,108,126],"nursing":[38],"staff":[39],"needed":[40],"then":[48],"validated":[49],"the":[50,69,119],"against":[52],"historical":[53],"The":[55,91],"process":[56],"flow":[57],"was":[58],"translated":[59],"into":[60],"model.":[65],"Results":[66],"demonstrated":[67],"that":[68],"can":[71,97],"be":[72],"used":[73],"give":[75],"respectable":[77],"estimate":[78],"annual":[80],"admissions,":[81],"transfers,":[82],"deaths":[84],"based":[85],"upon":[86],"two":[87],"different":[88],"levels.":[90],"provide":[98],"with":[103],"(1)":[104],"valid":[106],"method":[107],"modeling":[109],"patient":[110,112,136],"mix,":[111],"acuity,":[113],"needs,":[115],"costs":[117],"present":[120],"state":[121],"(2)":[123],"forecast":[125],"changes":[128],"unit\u2019s":[131],"staffing,":[132],"referral":[133],"patterns,":[134],"or":[135],"mix":[137],"would":[138],"affect":[139],"future":[144],"state.":[145]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2290586955","counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2}],"updated_date":"2025-02-23T21:11:30.490497","created_date":"2016-06-24"}