{"id":"https://openalex.org/W4403809491","doi":"https://doi.org/10.1177/00375497241283047","title":"Digital-twin co-simulation framework to support informed decision in healthcare planning and management","display_name":"Digital-twin co-simulation framework to support informed decision in healthcare planning and management","publication_year":2024,"publication_date":"2024-10-28","ids":{"openalex":"https://openalex.org/W4403809491","doi":"https://doi.org/10.1177/00375497241283047"},"language":"en","primary_location":{"id":"doi:10.1177/00375497241283047","is_oa":false,"landing_page_url":"https://doi.org/10.1177/00375497241283047","pdf_url":null,"source":{"id":"https://openalex.org/S32573412","display_name":"SIMULATION","issn_l":"0037-5497","issn":["0037-5497","1741-3133"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIMULATION","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/A5114424117","display_name":"Ginikachi Anyene","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ginikachi Anyene","raw_affiliation_strings":["The Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"The Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062585121","display_name":"Celeste M. Schultz","orcid":"https://orcid.org/0000-0001-7270-6377"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]},{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Celeste Schultz","raw_affiliation_strings":["The College of Nursing, University of Illinois Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"The College of Nursing, University of Illinois Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I157725225","https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043536199","display_name":"Anthony Nepomuceno","orcid":"https://orcid.org/0009-0008-5623-5788"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony Nepomuceno","raw_affiliation_strings":["The Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"The Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034784152","display_name":"Inki Kim","orcid":"https://orcid.org/0000-0001-8081-7114"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Inki Kim","raw_affiliation_strings":["The Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"The Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5034784152"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":3.6688,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.93923602,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"101","issue":"3","first_page":"361","last_page":"375"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.984499990940094,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.984499990940094,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.9488999843597412,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.5864914059638977},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.546652615070343},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.5228303074836731},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5115888714790344},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.4028290808200836},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.40249142050743103},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3657909035682678},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2915165424346924},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.214279443025589},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1171812117099762},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10091099143028259}],"concepts":[{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.5864914059638977},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.546652615070343},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.5228303074836731},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5115888714790344},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4028290808200836},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.40249142050743103},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3657909035682678},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2915165424346924},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.214279443025589},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1171812117099762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10091099143028259},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/00375497241283047","is_oa":false,"landing_page_url":"https://doi.org/10.1177/00375497241283047","pdf_url":null,"source":{"id":"https://openalex.org/S32573412","display_name":"SIMULATION","issn_l":"0037-5497","issn":["0037-5497","1741-3133"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIMULATION","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W40750119","https://openalex.org/W1993656529","https://openalex.org/W2000282050","https://openalex.org/W2001598892","https://openalex.org/W2032993287","https://openalex.org/W2042895274","https://openalex.org/W2051196068","https://openalex.org/W2108587110","https://openalex.org/W2115584484","https://openalex.org/W2132938665","https://openalex.org/W2141749386","https://openalex.org/W2264078063","https://openalex.org/W2275208678","https://openalex.org/W2520997953","https://openalex.org/W2521535695","https://openalex.org/W2548740563","https://openalex.org/W2584188806","https://openalex.org/W2599559588","https://openalex.org/W2623293810","https://openalex.org/W2804347281","https://openalex.org/W2909664078","https://openalex.org/W2942628594","https://openalex.org/W2953034069","https://openalex.org/W2955189310","https://openalex.org/W2955208739","https://openalex.org/W2974268290","https://openalex.org/W2991159168","https://openalex.org/W2992999214","https://openalex.org/W3001620388","https://openalex.org/W3004441110","https://openalex.org/W3013924088","https://openalex.org/W3036600965","https://openalex.org/W3039772337","https://openalex.org/W3048313611","https://openalex.org/W3058760796","https://openalex.org/W3134345563","https://openalex.org/W3143466921","https://openalex.org/W3165299285","https://openalex.org/W3189204085","https://openalex.org/W3204766892","https://openalex.org/W3217316753","https://openalex.org/W4205699853","https://openalex.org/W4210492122","https://openalex.org/W4210854180","https://openalex.org/W4231119812","https://openalex.org/W4236404667","https://openalex.org/W4254942564","https://openalex.org/W4292794782","https://openalex.org/W4362672412","https://openalex.org/W4379385261","https://openalex.org/W4380201210","https://openalex.org/W4386393314"],"related_works":["https://openalex.org/W2208359343","https://openalex.org/W2562451595","https://openalex.org/W311258919","https://openalex.org/W2372918149","https://openalex.org/W2053477030","https://openalex.org/W1597645084","https://openalex.org/W160476319","https://openalex.org/W1569026615","https://openalex.org/W4240910110","https://openalex.org/W1190080889"],"abstract_inverted_index":{"This":[0],"manuscript":[1],"aims":[2],"to":[3,21,47,61,127,148,162,168,204,244,249],"show":[4],"the":[5,8,49,57,73,98,102,132,139,149,154,157,159,170,175,189,232],"proof-of-concept":[6],"for":[7,88,106,130,144,202,242],"integration":[9,42],"of":[10,24,27,43,77,134,156,174,208,223],"digital":[11],"twin":[12,118],"(DT)":[13],"and":[14,30,112,141,188,213,227],"discrete":[15,78,150],"event":[16,79,151],"co-simulation":[17,59,87,190,198],"through":[18],"its":[19],"application":[20,203],"forward":[22,74],"simulation":[23,45,75,80],"physical":[25,117],"activities":[26],"care":[28,35],"providers":[29],"robots":[31],"in":[32,52,91,138,194,210,231],"an":[33],"intensive":[34],"unit":[36],"(ICU).":[37],"Co-simulation":[38],"focuses":[39],"on":[40],"modular":[41],"heterogeneous":[44],"components":[46],"capture":[48],"complexity":[50],"inherent":[51],"systems.":[53,251],"Advancing":[54],"this":[55,180],"conception,":[56],"proposed":[58],"attempted":[60],"narrow":[62],"gaps":[63],"with":[64,172,225],"real-world":[65,250],"systems":[66],"by":[67,215],"using":[68],"DT":[69],"while":[70],"simultaneously":[71],"leveraging":[72],"capacity":[76],"(DES).":[81],"In":[82,120],"particular,":[83],"we":[84],"created":[85],"a":[86,92,145,205,239],"human\u2013robot":[89],"interactions":[90],"simulated":[93],"ICU":[94],"facility,":[95,103],"which":[96,115,131],"modeled":[97],"hospital":[99],"layout":[100],"including":[101],"robot,":[104],"avatars":[105],"healthcare":[107,211],"professionals,":[108],"equipment,":[109],"patient":[110],"bed,":[111],"vital":[113],"signs,":[114],"comprise":[116],"(PT).":[119],"addition,":[121],"specific":[122],"patient-care":[123],"scenarios":[124],"were":[125,136,165,192],"defined":[126],"drive":[128],"PT":[129,224],"states":[133],"interest":[135],"represented":[137],"DT,":[140,226],"then":[142],"used":[143],"dynamic":[146],"input":[147],"co-simulation.":[152],"At":[153],"onset":[155],"co-simulation,":[158,243],"parameters":[160,171],"needed":[161],"run":[163],"DES":[164,181],"manually":[166],"configured":[167],"align":[169],"those":[173],"DT.":[176],"For":[177],"internal":[178],"validation,":[179],"was":[182],"replicated":[183],"under":[184],"different":[185],"work-system":[186],"policies,":[187],"outcomes":[191],"interpreted":[193],"clinical":[195],"context.":[196],"Our":[197],"approach":[199,241],"has":[200],"potential":[201],"broader":[206],"class":[207],"problems":[209],"planning":[212],"management":[214],"supporting":[216],"informed":[217],"decision-making.":[218],"Methodologically,":[219],"timely":[220],"information":[221],"exchanges":[222],"ensuing":[228],"model":[229],"updates":[230],"Discrete":[233],"Event":[234],"System":[235],"Specification":[236],"(DEVS)":[237],"is":[238],"promising":[240],"maintain":[245],"robustness":[246],"against":[247],"perturbations":[248]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}