{"id":"https://openalex.org/W4256460417","doi":"https://doi.org/10.1109/wsc.2016.7822203","title":"Modeling of healthcare systems: Past, current and future trends","display_name":"Modeling of healthcare systems: Past, current and future trends","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W4256460417","doi":"https://doi.org/10.1109/wsc.2016.7822203"},"language":"en","primary_location":{"id":"doi:10.1109/wsc.2016.7822203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2016.7822203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arrow.tudublin.ie/buschmarcon/160","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113833082","display_name":"Amr Arisha","orcid":null},"institutions":[{"id":"https://openalex.org/I3133049911","display_name":"IBAT College","ror":"https://ror.org/0520whs57","country_code":"IE","type":"education","lineage":["https://openalex.org/I3133049911"]},{"id":"https://openalex.org/I4210118750","display_name":"22q11 Ireland","ror":"https://ror.org/03fbzmy04","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I4210118750"]},{"id":"https://openalex.org/I4210144925","display_name":"Technological University Dublin","ror":"https://ror.org/04t0qbt32","country_code":"IE","type":"education","lineage":["https://openalex.org/I4210144925"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Amr Arisha","raw_affiliation_strings":["3S Group, Dublin Institute of Technology (DIT), DUBLIN 2, IRELAND",", IRELAND","3S Group, College of Business,","Dublin Institute of Technology (DIT), DUBLIN","Technological University Dublin","Technological University Dublin,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"3S Group, Dublin Institute of Technology (DIT), DUBLIN 2, IRELAND","institution_ids":["https://openalex.org/I3133049911"]},{"raw_affiliation_string":", IRELAND","institution_ids":["https://openalex.org/I4210118750"]},{"raw_affiliation_string":"3S Group, College of Business,","institution_ids":[]},{"raw_affiliation_string":"Dublin Institute of Technology (DIT), DUBLIN","institution_ids":[]},{"raw_affiliation_string":"Technological University Dublin","institution_ids":["https://openalex.org/I4210144925"]},{"raw_affiliation_string":"Technological University Dublin,","institution_ids":["https://openalex.org/I4210144925"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024941787","display_name":"Wael Rashwan","orcid":"https://orcid.org/0000-0002-2661-1892"},"institutions":[{"id":"https://openalex.org/I3133049911","display_name":"IBAT College","ror":"https://ror.org/0520whs57","country_code":"IE","type":"education","lineage":["https://openalex.org/I3133049911"]},{"id":"https://openalex.org/I4210118750","display_name":"22q11 Ireland","ror":"https://ror.org/03fbzmy04","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I4210118750"]},{"id":"https://openalex.org/I4210144925","display_name":"Technological University Dublin","ror":"https://ror.org/04t0qbt32","country_code":"IE","type":"education","lineage":["https://openalex.org/I4210144925"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Wael Rashwan","raw_affiliation_strings":["3S Group, Dublin Institute of Technology (DIT), DUBLIN 2, IRELAND",", IRELAND","3S Group, College of Business,","Dublin Institute of Technology (DIT), DUBLIN","Technological University Dublin","Technological University Dublin,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"3S Group, Dublin Institute of Technology (DIT), DUBLIN 2, IRELAND","institution_ids":["https://openalex.org/I3133049911"]},{"raw_affiliation_string":", IRELAND","institution_ids":["https://openalex.org/I4210118750"]},{"raw_affiliation_string":"3S Group, College of Business,","institution_ids":[]},{"raw_affiliation_string":"Dublin Institute of Technology (DIT), DUBLIN","institution_ids":[]},{"raw_affiliation_string":"Technological University Dublin","institution_ids":["https://openalex.org/I4210144925"]},{"raw_affiliation_string":"Technological University Dublin,","institution_ids":["https://openalex.org/I4210144925"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5113833082"],"corresponding_institution_ids":["https://openalex.org/I3133049911","https://openalex.org/I4210118750","https://openalex.org/I4210144925"],"apc_list":null,"apc_paid":null,"fwci":4.875,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.9478458,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1523","last_page":"1534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9994999766349792,"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":0.9994999766349792,"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/T10804","display_name":"Health Systems, Economic Evaluations, Quality of Life","score":0.9817000031471252,"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/T10391","display_name":"Healthcare Policy and Management","score":0.9807999730110168,"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":0.728122889995575},{"id":"https://openalex.org/keywords/healthcare-system","display_name":"Healthcare system","score":0.7113745212554932},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6250098943710327},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5039638876914978},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete event simulation","score":0.44585633277893066},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.4412650167942047},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4344106912612915},{"id":"https://openalex.org/keywords/systems-modeling","display_name":"Systems modeling","score":0.41163116693496704},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.37630122900009155},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32585418224334717},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.187655508518219},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1682439148426056},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.16482171416282654},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.12849757075309753},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.10821810364723206}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.728122889995575},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.7113745212554932},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6250098943710327},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5039638876914978},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.44585633277893066},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4412650167942047},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4344106912612915},{"id":"https://openalex.org/C110963975","wikidata":"https://www.wikidata.org/wiki/Q12070446","display_name":"Systems modeling","level":2,"score":0.41163116693496704},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.37630122900009155},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32585418224334717},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.187655508518219},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1682439148426056},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.16482171416282654},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.12849757075309753},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.10821810364723206},{"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":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wsc.2016.7822203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2016.7822203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:arrow.tudublin.ie:buschmarcon-1165","is_oa":true,"landing_page_url":"https://arrow.tudublin.ie/buschmarcon/160","pdf_url":"https://arrow.tudublin.ie/buschmarcon/160","source":{"id":"https://openalex.org/S4377196307","display_name":"Arrow - TU Dublin (Technological University Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210144925","host_organization_name":"Technological University Dublin","host_organization_lineage":["https://openalex.org/I4210144925"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Conference papers","raw_type":"conferencepaper"}],"best_oa_location":{"id":"pmh:oai:arrow.tudublin.ie:buschmarcon-1165","is_oa":true,"landing_page_url":"https://arrow.tudublin.ie/buschmarcon/160","pdf_url":"https://arrow.tudublin.ie/buschmarcon/160","source":{"id":"https://openalex.org/S4377196307","display_name":"Arrow - TU Dublin (Technological University Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210144925","host_organization_name":"Technological University Dublin","host_organization_lineage":["https://openalex.org/I4210144925"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Conference papers","raw_type":"conferencepaper"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320315797","display_name":"Institute of Electrical and Electronics Engineers","ror":"https://ror.org/01n002310"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4256460417.pdf","grobid_xml":"https://content.openalex.org/works/W4256460417.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W2036422814","https://openalex.org/W2055334434","https://openalex.org/W2088464345","https://openalex.org/W2129410946","https://openalex.org/W2131853941","https://openalex.org/W2267176325","https://openalex.org/W2624699449","https://openalex.org/W3140488861","https://openalex.org/W3140758736","https://openalex.org/W3141111487","https://openalex.org/W3141397494","https://openalex.org/W3141474945","https://openalex.org/W3141961795","https://openalex.org/W3142432479","https://openalex.org/W3143516218","https://openalex.org/W3143763368","https://openalex.org/W3143993684","https://openalex.org/W4230420692","https://openalex.org/W4231220930","https://openalex.org/W4231591680","https://openalex.org/W4233039652","https://openalex.org/W4233646594","https://openalex.org/W4234975524","https://openalex.org/W4237005099","https://openalex.org/W4237768889","https://openalex.org/W4239231719","https://openalex.org/W4239810609","https://openalex.org/W4240921595","https://openalex.org/W4243993608","https://openalex.org/W4244918438","https://openalex.org/W4245889627","https://openalex.org/W4246666856","https://openalex.org/W4247788219","https://openalex.org/W4248891743","https://openalex.org/W4249401207","https://openalex.org/W4249517945","https://openalex.org/W4251375099","https://openalex.org/W4251399229","https://openalex.org/W4254782187","https://openalex.org/W4379411334","https://openalex.org/W6663967381","https://openalex.org/W6739222421"],"related_works":["https://openalex.org/W2153938529","https://openalex.org/W2745238137","https://openalex.org/W2044360843","https://openalex.org/W2402418463","https://openalex.org/W2921734339","https://openalex.org/W4385411292","https://openalex.org/W3130289941","https://openalex.org/W3146223713","https://openalex.org/W2533345881","https://openalex.org/W2578510297"],"abstract_inverted_index":{"Increasing":[0],"demand":[1],"for":[2],"healthcare":[3,14,23,26,66,106,147],"services,":[4],"due":[5],"to":[6,19,82],"changes":[7,101],"in":[8,13,93,102,140,146],"demographic":[9],"shifts":[10],"and":[11,65,69,89,135],"constraints":[12],"funding,":[15],"make":[16],"it":[17],"harder":[18],"manage":[20],"effective,":[21],"sustainable":[22],"systems.":[24,148],"Many":[25],"modeling":[27,64,85,104,145],"exercises":[28],"have":[29],"been":[30],"undertaken":[31],"with":[32],"the":[33,37,45,50,55,61,71,84,94,98,103,109,130,141],"aim":[34],"of":[35,44,63,74,97,105,129,144],"supporting":[36],"decision-making":[38],"process.":[39],"This":[40],"paper":[41],"reviews":[42],"all":[43],"456":[46],"articles":[47],"published":[48],"by":[49],"Winter":[51],"Simulation":[52,113],"Conference":[53],"over":[54],"past":[56],"48":[57],"years":[58],"(1967-2015)":[59],"on":[60],"subject":[62],"system":[67],"simulation,":[68],"analyzes":[70],"relative":[72],"frequency":[73],"approaches":[75,137],"used.":[76],"A":[77],"multi-dimensional":[78],"taxonomy":[79],"is":[80,108,115],"applied":[81],"encompass":[83],"techniques,":[86],"problem":[87],"applications":[88],"decision":[90],"levels":[91],"reported":[92],"articles.":[95],"One":[96],"most":[99],"significant":[100],"systems":[107],"fact":[110],"that":[111],"Discrete-event":[112],"(DES)":[114],"no":[116],"longer":[117],"used":[118],"as":[119,125],"an":[120,126],"autonomous":[121],"method,":[122],"but":[123],"rather":[124],"integral":[127],"part":[128],"solution.":[131],"The":[132],"mixed-methods,":[133],"hybrid":[134],"multi-paradigm":[136],"feature":[138],"strongly":[139],"current":[142],"direction":[143]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}
