{"id":"https://openalex.org/W3146223713","doi":"https://doi.org/10.1109/wsc48552.2020.9383913","title":"A Review of Hybrid Simulation in Healthcare","display_name":"A Review of Hybrid Simulation in Healthcare","publication_year":2020,"publication_date":"2020-12-14","ids":{"openalex":"https://openalex.org/W3146223713","doi":"https://doi.org/10.1109/wsc48552.2020.9383913","mag":"3146223713"},"language":"en","primary_location":{"id":"doi:10.1109/wsc48552.2020.9383913","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc48552.2020.9383913","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"review","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/A5000958042","display_name":"Vivianne Horsti dos Santos","orcid":null},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Vivianne Horsti dos Santos","raw_affiliation_strings":["Kent Business School, University of Kent Sibson, Canterbury, UK"],"affiliations":[{"raw_affiliation_string":"Kent Business School, University of Kent Sibson, Canterbury, UK","institution_ids":["https://openalex.org/I20581793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038636460","display_name":"Kathy Kotiadis","orcid":"https://orcid.org/0000-0001-8004-5708"},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kathy Kotiadis","raw_affiliation_strings":["Kent Business School, University of Kent Sibson, Canterbury, UK"],"affiliations":[{"raw_affiliation_string":"Kent Business School, University of Kent Sibson, Canterbury, UK","institution_ids":["https://openalex.org/I20581793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069223848","display_name":"Maria Paola Scaparra","orcid":"https://orcid.org/0000-0002-2725-5439"},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maria Paola Scaparra","raw_affiliation_strings":["Kent Business School, University of Kent Sibson, Canterbury, UK"],"affiliations":[{"raw_affiliation_string":"Kent Business School, University of Kent Sibson, Canterbury, UK","institution_ids":["https://openalex.org/I20581793"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5000958042"],"corresponding_institution_ids":["https://openalex.org/I20581793"],"apc_list":null,"apc_paid":null,"fwci":1.3875,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.85808737,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1004","last_page":"1015"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9998999834060669,"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":0.9998999834060669,"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/T10391","display_name":"Healthcare Policy and Management","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10804","display_name":"Health Systems, Economic Evaluations, Quality of Life","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.715420663356781},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6312918066978455},{"id":"https://openalex.org/keywords/healthcare-system","display_name":"Healthcare system","score":0.5916836261749268},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete event simulation","score":0.5305246114730835},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.49027183651924133},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.44340813159942627},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.4106028079986572},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37141892313957214},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.21396410465240479},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.18094810843467712},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17620691657066345},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.07175025343894958}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.715420663356781},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6312918066978455},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.5916836261749268},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.5305246114730835},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.49027183651924133},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.44340813159942627},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.4106028079986572},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37141892313957214},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.21396410465240479},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.18094810843467712},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17620691657066345},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07175025343894958},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/wsc48552.2020.9383913","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc48552.2020.9383913","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:kar.kent.ac.uk:88407","is_oa":false,"landing_page_url":"https://doi.org/10.1109/WSC48552.2020.9383913>)","pdf_url":null,"source":{"id":"https://openalex.org/S4377196264","display_name":"Kent Academic Repository (University of Kent)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20581793","host_organization_name":"University of Kent","host_organization_lineage":["https://openalex.org/I20581793"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:kar.kent.ac.uk:91528","is_oa":false,"landing_page_url":"https://kar.kent.ac.uk/91528/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196264","display_name":"Kent Academic Repository (University of Kent)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20581793","host_organization_name":"University of Kent","host_organization_lineage":["https://openalex.org/I20581793"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or workshop item"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W1575092331","https://openalex.org/W1940549337","https://openalex.org/W1968332479","https://openalex.org/W1986100614","https://openalex.org/W1995345059","https://openalex.org/W2014299137","https://openalex.org/W2037933220","https://openalex.org/W2044084419","https://openalex.org/W2058745254","https://openalex.org/W2076413245","https://openalex.org/W2077126472","https://openalex.org/W2078834563","https://openalex.org/W2090283470","https://openalex.org/W2102037039","https://openalex.org/W2114660461","https://openalex.org/W2118882248","https://openalex.org/W2120689873","https://openalex.org/W2128861481","https://openalex.org/W2139589146","https://openalex.org/W2146594929","https://openalex.org/W2158869380","https://openalex.org/W2160684724","https://openalex.org/W2165442129","https://openalex.org/W2165643950","https://openalex.org/W2165800067","https://openalex.org/W2169205464","https://openalex.org/W2288257636","https://openalex.org/W2288582470","https://openalex.org/W2289016806","https://openalex.org/W2289218915","https://openalex.org/W2292721430","https://openalex.org/W2296199910","https://openalex.org/W2356199736","https://openalex.org/W2509603692","https://openalex.org/W2573415258","https://openalex.org/W2573581003","https://openalex.org/W2578510297","https://openalex.org/W2604155653","https://openalex.org/W2612590324","https://openalex.org/W2751564006","https://openalex.org/W2753022959","https://openalex.org/W2782768441","https://openalex.org/W2783077069","https://openalex.org/W2783087718","https://openalex.org/W2808044704","https://openalex.org/W2897040440","https://openalex.org/W2911267521","https://openalex.org/W2913123263","https://openalex.org/W2914285345","https://openalex.org/W2914365300","https://openalex.org/W2938680514","https://openalex.org/W2990683333","https://openalex.org/W3008388065","https://openalex.org/W3015759376","https://openalex.org/W3141961795","https://openalex.org/W3143018552","https://openalex.org/W3146325252","https://openalex.org/W3146432450","https://openalex.org/W3147963469","https://openalex.org/W3157165504","https://openalex.org/W4230744182","https://openalex.org/W4231591680","https://openalex.org/W4232588608","https://openalex.org/W4233039652","https://openalex.org/W4233331014","https://openalex.org/W4234326773","https://openalex.org/W4234975524","https://openalex.org/W4235423236","https://openalex.org/W4243634045","https://openalex.org/W4243785631","https://openalex.org/W4243993608","https://openalex.org/W4246666856","https://openalex.org/W4248915906","https://openalex.org/W4249517945","https://openalex.org/W4250295656","https://openalex.org/W4251579444","https://openalex.org/W4252227393","https://openalex.org/W4254280117","https://openalex.org/W4256460417","https://openalex.org/W6683418316","https://openalex.org/W6697167232","https://openalex.org/W7001007887"],"related_works":["https://openalex.org/W2153938529","https://openalex.org/W2127782709","https://openalex.org/W2375382787","https://openalex.org/W228809297","https://openalex.org/W2745238137","https://openalex.org/W2402418463","https://openalex.org/W2921734339","https://openalex.org/W2578510297","https://openalex.org/W3130289941","https://openalex.org/W2533345881"],"abstract_inverted_index":{"Hybrid":[0],"Simulation":[1],"(HS)":[2],"has":[3],"been":[4],"applied":[5],"to":[6,18,29,39,69,136],"healthcare":[7,43,109,140],"systems,":[8],"but":[9],"there":[10],"is":[11],"still":[12],"limited":[13],"literature":[14,53],"and":[15,33,63,75,101,139],"an":[16],"opportunity":[17],"develop":[19],"research.":[20],"This":[21],"review":[22],"explores":[23],"applications":[24],"of":[25,86],"HS":[26,38,80,107,131],"in":[27,37,108,117,126,133],"healthcare,":[28],"outline":[30],"research":[31,36,124],"gaps":[32],"foster":[34],"new":[35],"solve":[40],"complex":[41],"real":[42],"problems.":[44],"The":[45],"twelve":[46],"application":[47,132],"papers":[48,88],"found":[49,68,83],"through":[50],"a":[51],"systematic":[52],"search":[54],"covered":[55],"nearly":[56],"all":[57],"hybrid":[58],"combinations.":[59,106],"Discrete":[60],"Event":[61],"(DES)":[62],"System":[64],"Dynamics":[65],"(SD)":[66],"were":[67],"be":[70],"the":[71,77,87,92,99,112,128],"most":[72,78,113],"popular":[73],"combination,":[74],"AnyLogic,":[76],"used":[79,91],"tool.":[81],"We":[82,120],"that":[84],"none":[85],"we":[89],"reviewed":[90],"SD-ABS":[93],"approach,":[94],"which":[95],"raises":[96],"questions":[97],"about":[98],"need":[100],"challenges":[102],"associated":[103],"with":[104],"certain":[105],"applications,":[110],"for":[111,123,130],"part,":[114],"are":[115],"published":[116],"conference":[118],"proceedings.":[119],"discuss":[121],"opportunities":[122],"and,":[125],"particular,":[127],"potential":[129],"problems":[134],"related":[135],"communicable":[137],"disease":[138],"services":[141],"planning.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2021-04-13T00:00:00"}