{"id":"https://openalex.org/W2298292147","doi":null,"title":"Primary Healthcare Staffing Needs Assessment-- A Discrete Event Simulation Study","display_name":"Primary Healthcare Staffing Needs Assessment-- A Discrete Event Simulation Study","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2298292147","mag":"2298292147"},"language":"en","primary_location":{"id":"pmh:oai:digital.lib.washington.edu:1773/27495","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1773/27495","pdf_url":"https://digital.lib.washington.edu:443/researchworks/bitstream/1773/27495/1/Abe_washington_0250O_13865.pdf","source":{"id":"https://openalex.org/S4306401128","display_name":"ResearchWorks at the University of Washington (University of Washington)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I201448701","host_organization_name":"University of Washington","host_organization_lineage":["https://openalex.org/I201448701"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digital.lib.washington.edu:443/researchworks/bitstream/1773/27495/1/Abe_washington_0250O_13865.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021149041","display_name":"Tolulope Abe","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Tolulope Abe","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5021149041"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.00839999970048666,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11990","display_name":"Global Health Workforce Issues","score":0.00430000014603138,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/health-workforce-shortage","display_name":"health workforce shortage","score":0.8669999837875366},{"id":"https://openalex.org/keywords/patient-waiting-time","display_name":"patient waiting time","score":0.9919999837875366},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"discrete event simulation","score":0.9330000281333923},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"decision support system","score":0.9179999828338623},{"id":"https://openalex.org/keywords/patient-demand","display_name":"patient demand","score":0.5649999976158142},{"id":"https://openalex.org/keywords/health-workforce-planning","display_name":"health workforce planning","score":0.4350000023841858}],"concepts":[{"id":"https://openalex.org/C2777512617","wikidata":"https://www.wikidata.org/wiki/Q1783605","display_name":"Staffing","level":2,"score":0.8474525213241577},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.7512699961662292},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5635149478912354},{"id":"https://openalex.org/C2984752397","wikidata":"https://www.wikidata.org/wiki/Q3259956","display_name":"Primary care","level":2,"score":0.4698445200920105},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4574114978313446},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3742498457431793},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3727080821990967},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.32579219341278076},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.2946869134902954},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24276933073997498},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.1747497320175171},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.11395424604415894},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.11338621377944946},{"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:digital.lib.washington.edu:1773/27495","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1773/27495","pdf_url":"https://digital.lib.washington.edu:443/researchworks/bitstream/1773/27495/1/Abe_washington_0250O_13865.pdf","source":{"id":"https://openalex.org/S4306401128","display_name":"ResearchWorks at the University of Washington (University of Washington)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I201448701","host_organization_name":"University of Washington","host_organization_lineage":["https://openalex.org/I201448701"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis"},{"id":"mag:2298292147","doi":null,"is_oa":false,"landing_page_url":"https://digital.lib.washington.edu:443/researchworks/bitstream/1773/27495/1/Abe_washington_0250O_13865.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:digital.lib.washington.edu:1773/27495","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1773/27495","pdf_url":"https://digital.lib.washington.edu:443/researchworks/bitstream/1773/27495/1/Abe_washington_0250O_13865.pdf","source":{"id":"https://openalex.org/S4306401128","display_name":"ResearchWorks at the University of Washington (University of Washington)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I201448701","host_organization_name":"University of Washington","host_organization_lineage":["https://openalex.org/I201448701"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis"},"sustainable_development_goals":[{"score":0.6240000128746033,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2298292147.pdf","grobid_xml":"https://content.openalex.org/works/W2298292147.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W1556970462","https://openalex.org/W1573636743","https://openalex.org/W1601417206","https://openalex.org/W1608285042","https://openalex.org/W1965879085","https://openalex.org/W1971698939","https://openalex.org/W1973687748","https://openalex.org/W1976743307","https://openalex.org/W1983998979","https://openalex.org/W1987010970","https://openalex.org/W1991305431","https://openalex.org/W1994157819","https://openalex.org/W2004217556","https://openalex.org/W2004819914","https://openalex.org/W2007275928","https://openalex.org/W2008099582","https://openalex.org/W2010187214","https://openalex.org/W2012094500","https://openalex.org/W2020847624","https://openalex.org/W2021010829","https://openalex.org/W2022595823","https://openalex.org/W2022883048","https://openalex.org/W2024670010","https://openalex.org/W2028143571","https://openalex.org/W2028567175","https://openalex.org/W2029745941","https://openalex.org/W2034725401","https://openalex.org/W2035535059","https://openalex.org/W2039550566","https://openalex.org/W2041625138","https://openalex.org/W2041737342","https://openalex.org/W2051437639","https://openalex.org/W2053290791","https://openalex.org/W2057865045","https://openalex.org/W2061348522","https://openalex.org/W2065601237","https://openalex.org/W2067321147","https://openalex.org/W2068840797","https://openalex.org/W2071147804","https://openalex.org/W2080463510","https://openalex.org/W2081035678","https://openalex.org/W2081276752","https://openalex.org/W2081821114","https://openalex.org/W2089131234","https://openalex.org/W2097397649","https://openalex.org/W2099459711","https://openalex.org/W2100845174","https://openalex.org/W2102377323","https://openalex.org/W2104166173","https://openalex.org/W2104399119","https://openalex.org/W2104777259","https://openalex.org/W2109176535","https://openalex.org/W2114083840","https://openalex.org/W2114429515","https://openalex.org/W2116687912","https://openalex.org/W2117300664","https://openalex.org/W2122119594","https://openalex.org/W2125140534","https://openalex.org/W2132809767","https://openalex.org/W2142937909","https://openalex.org/W2151650504","https://openalex.org/W2152064442","https://openalex.org/W2155207871","https://openalex.org/W2156653667","https://openalex.org/W2158326431","https://openalex.org/W2324897326","https://openalex.org/W2550938242"],"related_works":["https://openalex.org/W28025205","https://openalex.org/W2955749656","https://openalex.org/W367423902","https://openalex.org/W2307393632","https://openalex.org/W2051597313","https://openalex.org/W1986426560","https://openalex.org/W2414563863","https://openalex.org/W2516629528","https://openalex.org/W2597196900","https://openalex.org/W2072854589"],"abstract_inverted_index":{"Background:":[0],"Mozambique":[1],"has":[2],"a":[3,74,152,163,210,229,268],"shortage":[4],"of":[5,12,18,47,90,159,165,174,193,202,209,254,296],"primary":[6,13,38,50,103],"healthcare":[7,14,39,51,104,251],"workers,":[8],"effecting":[9],"the":[10,19,44,59,115,137,200,242,271,299,315],"quality":[11],"delivery.The":[15],"specific":[16],"aim":[17],"proposed":[20,272],"research":[21,60],"is":[22,284,305],"utilizing":[23],"Industrial":[24],"&":[25],"Systems":[26],"Engineering":[27],"methods,":[28],"specifically":[29],"discrete":[30,95],"event":[31,96],"simulation,":[32],"to":[33,36,63,83,101,150,155,196,227,240,264,288,313],"identify":[34],"strategies":[35],"improve":[37,49],"delivery":[40,52,106],"system":[41],"performance":[42,290],"in":[43,275],"Sofala":[45],"Province":[46],"Mozambique.To":[48],"and":[53,72,121,136,168,178,216,225,246,250,322],"assist":[54],"facility-level":[55],"management":[56],"with":[57,182],"decisionmaking,":[58],"team":[61],"decided":[62],"study":[64,98,277],"staffing":[65,80,119,169,177,203,215,323],"level":[66,81,120],"effects":[67],"on":[68,126,294],"patient":[69,122,127,166,179,184,207,320],"waiting":[70,128],"time":[71,89,129,161,186,218],"develop":[73],"decision":[75,231,236,262,301],"support":[76,232,237,302],"tool":[77,238],"that":[78,220,307],"determines":[79],"needs":[82],"maintain":[84],"an":[85,308],"average":[86,183],"total":[87],"wait":[88,160,185,217,318],"less":[91],"than":[92],"60minutes.Methods:":[93],"A":[94],"simulation":[97],"was":[99,148,187,199],"performed":[100,141],"model":[102],"facility":[105],"systems":[107,247],"using":[108,132,142,189],"Arena":[109,143],"Simulation":[110,144],"software.What-if":[111],"scenario":[112],"experiments":[113],"testing":[114],"impact":[116],"health":[117,175],"worker":[118,176],"demand":[123,167,180],"fluctuations":[124],"have":[125],"were":[130,140],"designed":[131],"Statistical":[133],"Analysis":[134],"Software,":[135],"experimental":[138],"runs":[139],"Process":[145],"Analyzer":[146],"application.Minitab":[147],"used":[149,226,312],"perform":[151,265],"regression":[153,190],"analysis":[154],"find":[156],"mathematical":[157,172],"models":[158],"as":[162,326],"function":[164],"levels.Results:":[170],"The":[171],"relationship":[173,316],"levels":[181],"estimated":[188],"analysis.The":[191],"number":[192],"staff":[194],"required":[195],"provide":[197],"services":[198],"aggregate":[201],"needed":[204],"for":[205],"all":[206],"types":[208],"given":[211],"facility.This":[212],"approach":[213,273,310],"produced":[214],"results":[219],"could":[221,278],"not":[222,279],"be":[223,280,311],"validated":[224],"create":[228,298],"spreadsheet-based":[230,235,300],"tool.":[233],"Conclusion:The":[234],"aimed":[239],"bridge":[241],"gap":[243],"between":[244,317],"industrial":[245],"engineering":[248],"methods":[249,256],"stakeholder":[252],"knowledge":[253],"these":[255],"while":[257],"promoting":[258],"implementation":[259],"by":[260],"allowing":[261],"makers":[263],"simulations":[266],"through":[267],"user-friendly":[269],"tool.Although":[270],"described":[274],"this":[276,282],"validated,":[281],"method":[283],"beneficial":[285],"when":[286],"attempting":[287],"evaluate":[289],"improvement":[291],"strategy":[292],"impacts":[293],"measures":[295],"performance.To":[297],"tool,":[303],"it":[304],"recommended":[306],"alternative":[309],"determine":[314],"time,":[319],"demand,":[321],"levels,":[324],"such":[325],"queuing":[327],"analysis.":[328]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2016-06-24T00:00:00"}
