{"id":"https://openalex.org/W3146432450","doi":"https://doi.org/10.1109/wsc.2009.5429186","title":"Three critical challenges for modeling and simulation in healthcare","display_name":"Three critical challenges for modeling and simulation in healthcare","publication_year":2009,"publication_date":"2009-12-01","ids":{"openalex":"https://openalex.org/W3146432450","doi":"https://doi.org/10.1109/wsc.2009.5429186","mag":"3146432450"},"language":"en","primary_location":{"id":"doi:10.1109/wsc.2009.5429186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2009.5429186","pdf_url":null,"source":{"id":"https://openalex.org/S4363608998","display_name":"Proceedings of the 2009 Winter Simulation Conference (WSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2009 Winter Simulation Conference (WSC)","raw_type":"proceedings-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/A5102951422","display_name":"Terry Young","orcid":"https://orcid.org/0000-0001-9545-2269"},"institutions":[{"id":"https://openalex.org/I189462010","display_name":"Universiti Brunei Darussalam","ror":"https://ror.org/02qnf3n86","country_code":"BN","type":"education","lineage":["https://openalex.org/I189462010"]}],"countries":["BN"],"is_corresponding":false,"raw_author_name":"Terry Young","raw_affiliation_strings":["School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK","institution_ids":["https://openalex.org/I189462010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070698640","display_name":"Julie Eatock","orcid":"https://orcid.org/0000-0002-8963-8312"},"institutions":[{"id":"https://openalex.org/I189462010","display_name":"Universiti Brunei Darussalam","ror":"https://ror.org/02qnf3n86","country_code":"BN","type":"education","lineage":["https://openalex.org/I189462010"]}],"countries":["BN"],"is_corresponding":false,"raw_author_name":"Julie Eatock","raw_affiliation_strings":["School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK","institution_ids":["https://openalex.org/I189462010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065092397","display_name":"Mohsen Jahangirian","orcid":null},"institutions":[{"id":"https://openalex.org/I189462010","display_name":"Universiti Brunei Darussalam","ror":"https://ror.org/02qnf3n86","country_code":"BN","type":"education","lineage":["https://openalex.org/I189462010"]}],"countries":["BN"],"is_corresponding":false,"raw_author_name":"Mohsen Jahangirian","raw_affiliation_strings":["School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK","institution_ids":["https://openalex.org/I189462010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084586229","display_name":"Aisha Naseer","orcid":"https://orcid.org/0000-0002-3934-9141"},"institutions":[{"id":"https://openalex.org/I189462010","display_name":"Universiti Brunei Darussalam","ror":"https://ror.org/02qnf3n86","country_code":"BN","type":"education","lineage":["https://openalex.org/I189462010"]}],"countries":["BN"],"is_corresponding":false,"raw_author_name":"Aisha Naseer","raw_affiliation_strings":["School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Computing and Mathematics, Brunei University, Uxbridge, UK","institution_ids":["https://openalex.org/I189462010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024646212","display_name":"Richard Lilford","orcid":"https://orcid.org/0000-0002-0634-984X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Richard Lilford","raw_affiliation_strings":["Public Health, Epidemiology and Biostatistics, University of Binningham, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Public Health, Epidemiology and Biostatistics, University of Binningham, Birmingham, UK","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.566,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.87878788,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1823","last_page":"1830"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9987000226974487,"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":0.9987000226974487,"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/T10350","display_name":"Electronic Health Records Systems","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T12918","display_name":"Healthcare Systems and Technology","score":0.986299991607666,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5557587742805481},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5387471914291382},{"id":"https://openalex.org/keywords/business-model","display_name":"Business model","score":0.5045706033706665},{"id":"https://openalex.org/keywords/aerospace","display_name":"Aerospace","score":0.5041831731796265},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4763512909412384},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.45125895738601685},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.42034003138542175},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.4106734097003937},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3235495686531067},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3232526183128357},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2919575572013855},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24825608730316162},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.22898268699645996},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.15963277220726013}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5557587742805481},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5387471914291382},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.5045706033706665},{"id":"https://openalex.org/C167740415","wikidata":"https://www.wikidata.org/wiki/Q2876213","display_name":"Aerospace","level":2,"score":0.5041831731796265},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4763512909412384},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.45125895738601685},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.42034003138542175},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4106734097003937},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3235495686531067},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3232526183128357},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2919575572013855},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24825608730316162},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.22898268699645996},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.15963277220726013},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wsc.2009.5429186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2009.5429186","pdf_url":null,"source":{"id":"https://openalex.org/S4363608998","display_name":"Proceedings of the 2009 Winter Simulation Conference (WSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2009 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.431.5426","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.431.5426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.informs-sim.org/wsc09papers/175.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G4033216478","display_name":null,"funder_award_id":"EP/F063822/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320310174","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305"},{"id":"https://openalex.org/F4320320277","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1964597630","https://openalex.org/W1968455342","https://openalex.org/W1968846385","https://openalex.org/W1996269875","https://openalex.org/W2006225354","https://openalex.org/W2007827885","https://openalex.org/W2030422945","https://openalex.org/W2033655238","https://openalex.org/W2036422814","https://openalex.org/W2043342071","https://openalex.org/W2059451509","https://openalex.org/W2091637870","https://openalex.org/W2093246553","https://openalex.org/W2114429515","https://openalex.org/W2126309695","https://openalex.org/W2126548038","https://openalex.org/W2127815280","https://openalex.org/W2131853941","https://openalex.org/W2134229453","https://openalex.org/W3148393820","https://openalex.org/W4240503600"],"related_works":["https://openalex.org/W4225795411","https://openalex.org/W2511013388","https://openalex.org/W2044192478","https://openalex.org/W2064861618","https://openalex.org/W4378695326","https://openalex.org/W29956273","https://openalex.org/W2356599848","https://openalex.org/W2089786029","https://openalex.org/W4253188448","https://openalex.org/W2026582445"],"abstract_inverted_index":{"By":[0],"most":[1,95],"measures,":[2],"the":[3,18,35,52,65,86,89,94,105,109,130],"adoption":[4],"of":[5,17,20,54,68,96,122,134],"modeling":[6,79,97],"and":[7,30,34,48,85,98,127,129],"simulation":[8,99],"techniques":[9,22],"in":[10,24,120,132],"healthcare":[11],"service":[12],"development":[13],"falls":[14],"well":[15],"short":[16],"uptake":[19],"such":[21,27],"evident":[23],"other":[25],"sectors,":[26],"as":[28],"business":[29],"commerce":[31],"or":[32],"aerospace":[33],"military.":[36],"The":[37,62,74],"question":[38,67],"is,":[39],"why?":[40],"To":[41],"answer":[42,55],"this,":[43],"we":[44,113],"consider":[45],"three":[46],"questions":[47],"then":[49],"turn":[50],"to":[51,83,92,107],"nature":[53],"which":[56],"might":[57],"lead":[58],"towards":[59],"greater":[60],"adoption.":[61],"first":[63],"is":[64,71,103],"vexed":[66],"how":[69,77],"good":[70,72],"enough?":[73],"second":[75],"concerns":[76,88],"best":[78],"should":[80],"link":[81],"through":[82],"decision-making;":[84],"third":[87],"culture":[90],"needed":[91],"make":[93,108],"(and":[100],"whether":[101],"it":[102],"worth":[104],"effort":[106],"transformation).":[110],"From":[111],"these,":[112],"draw":[114],"an":[115],"agenda":[116],"for":[117],"further":[118],"enquiry":[119],"terms":[121,133],"stakeholders,":[123],"their":[124],"culture,":[125],"data,":[126],"expectations,":[128],"case":[131],"value.":[135]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}