{"id":"https://openalex.org/W1977400889","doi":"https://doi.org/10.1142/s0217595914500055","title":"NURSE STAFFING UNDER DEMAND UNCERTAINTY TO REDUCE COSTS AND ENHANCE PATIENT SAFETY","display_name":"NURSE STAFFING UNDER DEMAND UNCERTAINTY TO REDUCE COSTS AND ENHANCE PATIENT SAFETY","publication_year":2013,"publication_date":"2013-11-22","ids":{"openalex":"https://openalex.org/W1977400889","doi":"https://doi.org/10.1142/s0217595914500055","mag":"1977400889"},"language":"en","primary_location":{"id":"doi:10.1142/s0217595914500055","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0217595914500055","pdf_url":null,"source":{"id":"https://openalex.org/S1254427","display_name":"Asia Pacific Journal of Operational Research","issn_l":"0217-5959","issn":["0217-5959","1793-7019"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Asia-Pacific Journal of Operational Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5003272209","display_name":"Ashley E. Davis","orcid":"https://orcid.org/0000-0002-7500-6533"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"ASHLEY DAVIS","raw_affiliation_strings":["Department of Industrial Engineering and Management Sciences, Northwestern University, 2145 Sheridan Road Room C210, Evanston, IL 60208, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Sciences, Northwestern University, 2145 Sheridan Road Room C210, Evanston, IL 60208, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036216845","display_name":"Sanjay Mehrotra","orcid":"https://orcid.org/0000-0003-1106-1901"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"SANJAY MEHROTRA","raw_affiliation_strings":["Department of Industrial Engineering and Management Sciences, Northwestern University, 2145 Sheridan Road Room C210, Evanston, IL 60208, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Sciences, Northwestern University, 2145 Sheridan Road Room C210, Evanston, IL 60208, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052800525","display_name":"Jane L. Holl","orcid":"https://orcid.org/0000-0002-2934-1672"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"JANE HOLL","raw_affiliation_strings":["Institute for Healthcare Studies, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, Rubloff Building, 10th Floor, Chicago, IL 60611, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Healthcare Studies, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Drive, Rubloff Building, 10th Floor, Chicago, IL 60611, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037493221","display_name":"Mark S. Daskin","orcid":"https://orcid.org/0000-0001-5509-2588"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"MARK S. DASKIN","raw_affiliation_strings":["Department of Industrial and Operations Engineering, University of Michigan, 1205 Beal Avenue, Ann Arbor, MI 48109, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial and Operations Engineering, University of Michigan, 1205 Beal Avenue, Ann Arbor, MI 48109, USA","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003272209"],"corresponding_institution_ids":["https://openalex.org/I111979921"],"apc_list":null,"apc_paid":null,"fwci":1.4007,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.82337173,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"31","issue":"01","first_page":"1450005","last_page":"1450005"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9979000091552734,"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":0.9979000091552734,"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/T12401","display_name":"Scheduling and Timetabling Solutions","score":0.9944999814033508,"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/T12174","display_name":"Hospital Admissions and Outcomes","score":0.9850000143051147,"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/overtime","display_name":"Overtime","score":0.8597087860107422},{"id":"https://openalex.org/keywords/staffing","display_name":"Staffing","score":0.7912439703941345},{"id":"https://openalex.org/keywords/patient-safety","display_name":"Patient safety","score":0.6204123497009277},{"id":"https://openalex.org/keywords/newsvendor-model","display_name":"Newsvendor model","score":0.5419822931289673},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.4233730435371399},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.41828984022140503},{"id":"https://openalex.org/keywords/patient-care","display_name":"Patient care","score":0.4179139733314514},{"id":"https://openalex.org/keywords/nursing-care","display_name":"Nursing care","score":0.41292935609817505},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37990081310272217},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.370606392621994},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.36179646849632263},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.24364441633224487},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.11818557977676392},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.09223306179046631},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.08482390642166138}],"concepts":[{"id":"https://openalex.org/C2780407378","wikidata":"https://www.wikidata.org/wiki/Q667022","display_name":"Overtime","level":2,"score":0.8597087860107422},{"id":"https://openalex.org/C2777512617","wikidata":"https://www.wikidata.org/wiki/Q1783605","display_name":"Staffing","level":2,"score":0.7912439703941345},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.6204123497009277},{"id":"https://openalex.org/C36181114","wikidata":"https://www.wikidata.org/wiki/Q3130009","display_name":"Newsvendor model","level":3,"score":0.5419822931289673},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4233730435371399},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.41828984022140503},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.4179139733314514},{"id":"https://openalex.org/C2984889486","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing care","level":2,"score":0.41292935609817505},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37990081310272217},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.370606392621994},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.36179646849632263},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.24364441633224487},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.11818557977676392},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.09223306179046631},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.08482390642166138},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1142/s0217595914500055","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0217595914500055","pdf_url":null,"source":{"id":"https://openalex.org/S1254427","display_name":"Asia Pacific Journal of Operational Research","issn_l":"0217-5959","issn":["0217-5959","1793-7019"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Asia-Pacific Journal of Operational Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:apjorx:v:31:y:2014:i:01:n:s0217595914500055","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S0217595914500055","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:RePEc:wsi:apjorx:v:31:y:2014:i:01:p:1450005-1-1450005-19","is_oa":false,"landing_page_url":"http://www.worldscinet.com/cgi-bin/details.cgi?type=html&amp;id=pii:S0217595914500055","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320337391","display_name":"Division of Civil, Mechanical and Manufacturing Innovation","ror":"https://ror.org/028yd4c30"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1495951130","https://openalex.org/W1530272551","https://openalex.org/W1811181864","https://openalex.org/W1964393518","https://openalex.org/W1964637142","https://openalex.org/W1973275527","https://openalex.org/W1975924865","https://openalex.org/W2003790321","https://openalex.org/W2005224952","https://openalex.org/W2012215705","https://openalex.org/W2015165912","https://openalex.org/W2016721869","https://openalex.org/W2021047935","https://openalex.org/W2021708247","https://openalex.org/W2028567175","https://openalex.org/W2029018013","https://openalex.org/W2029829232","https://openalex.org/W2038746872","https://openalex.org/W2040691271","https://openalex.org/W2044096374","https://openalex.org/W2054755453","https://openalex.org/W2067253989","https://openalex.org/W2074059988","https://openalex.org/W2109611941","https://openalex.org/W2119732494","https://openalex.org/W2133141824","https://openalex.org/W2133671908","https://openalex.org/W2155421067","https://openalex.org/W2321967518","https://openalex.org/W2335745762"],"related_works":["https://openalex.org/W2070696757","https://openalex.org/W2213626122","https://openalex.org/W2142937909","https://openalex.org/W4383567676","https://openalex.org/W2092758688","https://openalex.org/W2123004193","https://openalex.org/W3096592410","https://openalex.org/W1977400889","https://openalex.org/W3146365321","https://openalex.org/W3024965408"],"abstract_inverted_index":{"Hospitals":[0],"must":[1],"maintain":[2],"safe":[3,14,37],"nurse-to-patient":[4,38],"ratios":[5],"in":[6,108,140],"patient":[7,15,19,26,154],"care":[8,104,142,145],"units":[9,105,146],"to":[10,35],"offer":[11],"adequate":[12],"and":[13,46,91,102,111,127,137,143],"care.":[16],"Since":[17],"the":[18,53,77,83,99],"demand":[20,27,62,78],"is":[21],"highly":[22],"variable,":[23],"during":[24],"high":[25],"periods":[28],"temporary":[29],"or":[30],"overtime":[31,41],"nurses":[32,42],"are":[33,47,70,114,158],"hired":[34],"ensure":[36],"ratios.":[39],"These":[40],"incur":[43],"higher":[44],"expense,":[45],"often":[48],"less":[49],"effective.":[50],"We":[51],"study":[52],"problem":[54],"of":[55,76,85],"permanent":[56,162],"nurse":[57],"staffing":[58,150],"level":[59],"estimation":[60],"under":[61],"uncertainty":[63],"as":[64,156],"a":[65],"newsvendor":[66,138],"model.":[67],"Our":[68],"models":[69],"based":[71,118],"on":[72,119],"limited":[73],"moment":[74],"information":[75],"distribution.":[79],"Additionally,":[80],"we":[81],"introduce":[82],"use":[84],"asymmetric":[86],"cost":[87,122,130],"functions":[88],"representing":[89],"overstaffing":[90],"understaffing":[92],"nursing":[93],"costs.":[94],"Findings":[95],"using":[96],"data":[97,123],"from":[98],"general":[100,144],"surgery":[101],"intensive":[103,141],"at":[106],"hospitals":[107],"Chicago,":[109],"IL":[110],"Augusta,":[112],"GA":[113],"presented.":[115],"Computational":[116],"results":[117],"publically":[120],"available":[121],"show":[124],"that":[125],"3.1%":[126],"7.3%":[128],"annual":[129],"savings":[131],"result":[132],"by":[133],"introducing":[134],"salvage":[135],"value":[136],"optimization":[139],"respectively.":[147],"This":[148],"new":[149],"scheme":[151],"also":[152],"improves":[153],"safety":[155],"shifts":[157],"staffed":[159],"with":[160],"more":[161],"nurses.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}
