{"id":"https://openalex.org/W4391381558","doi":"https://doi.org/10.1109/wsc60868.2023.10407602","title":"A Simulation Model and Dashboard for Predicting Covid-19 Bed Requirements","display_name":"A Simulation Model and Dashboard for Predicting Covid-19 Bed Requirements","publication_year":2023,"publication_date":"2023-12-10","ids":{"openalex":"https://openalex.org/W4391381558","doi":"https://doi.org/10.1109/wsc60868.2023.10407602"},"language":"en","primary_location":{"id":"doi:10.1109/wsc60868.2023.10407602","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wsc60868.2023.10407602","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 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/A5004453956","display_name":"Yin-Chi Chan","orcid":"https://orcid.org/0000-0002-2405-8472"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yin-Chi Chan","raw_affiliation_strings":["University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051705360","display_name":"Kaya Dreesbeimdiek","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kaya Dreesbeimdiek","raw_affiliation_strings":["University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024191250","display_name":"Ajith Kumar Parlikad","orcid":"https://orcid.org/0000-0001-6214-1739"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ajith Kumar Parlikad","raw_affiliation_strings":["University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072375148","display_name":"Tom Ridgman","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tom Ridgman","raw_affiliation_strings":["University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge,Institute for Manufacturing,Cambridge,UK,CB3 0FS","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082673355","display_name":"Nicholas J. Matheson","orcid":"https://orcid.org/0000-0002-3318-1851"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210096386","display_name":"Bridge University","ror":"https://ror.org/00cbm0437","country_code":"SS","type":"education","lineage":["https://openalex.org/I4210096386"]}],"countries":["GB","SS"],"is_corresponding":false,"raw_author_name":"Nicholas J. Matheson","raw_affiliation_strings":["University of Cambridge,Cambridge Institute of Therapeutic Immunology &amp; Infectious Disease","Jeffrey Cheah Biomedical Centre, Cambridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge,Cambridge Institute of Therapeutic Immunology &amp; Infectious Disease","institution_ids":["https://openalex.org/I4210096386","https://openalex.org/I241749"]},{"raw_affiliation_string":"Jeffrey Cheah Biomedical Centre, Cambridge, UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018097878","display_name":"Ben Warne","orcid":"https://orcid.org/0000-0003-1326-0373"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210096386","display_name":"Bridge University","ror":"https://ror.org/00cbm0437","country_code":"SS","type":"education","lineage":["https://openalex.org/I4210096386"]}],"countries":["GB","SS"],"is_corresponding":false,"raw_author_name":"Ben Warne","raw_affiliation_strings":["University of Cambridge,Cambridge Institute of Therapeutic Immunology &amp; Infectious Disease","Jeffrey Cheah Biomedical Centre, Cambridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge,Cambridge Institute of Therapeutic Immunology &amp; Infectious Disease","institution_ids":["https://openalex.org/I4210096386","https://openalex.org/I241749"]},{"raw_affiliation_string":"Jeffrey Cheah Biomedical Centre, Cambridge, UK","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093827818","display_name":"Denise Franks","orcid":null},"institutions":[{"id":"https://openalex.org/I2802466933","display_name":"Cambridge University Hospitals NHS Foundation Trust","ror":"https://ror.org/04v54gj93","country_code":"GB","type":"funder","lineage":["https://openalex.org/I2802466933"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Denise Franks","raw_affiliation_strings":["Cambridge University Hospitals NHS Foundation Trust,Cambridge,UK,CB2 0QQ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambridge University Hospitals NHS Foundation Trust,Cambridge,UK,CB2 0QQ","institution_ids":["https://openalex.org/I2802466933"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3342,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66457796,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"9","issue":null,"first_page":"1232","last_page":"1243"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9851999878883362,"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/T10410","display_name":"COVID-19 epidemiological studies","score":0.9577000141143799,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.890626072883606},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.8179903030395508},{"id":"https://openalex.org/keywords/pandemic","display_name":"Pandemic","score":0.5724043846130371},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5455756187438965},{"id":"https://openalex.org/keywords/2019-20-coronavirus-outbreak","display_name":"2019-20 coronavirus outbreak","score":0.4846847355365753},{"id":"https://openalex.org/keywords/severe-acute-respiratory-syndrome-coronavirus-2","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","score":0.41373181343078613},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3650144934654236},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.2068306803703308},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13404470682144165}],"concepts":[{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.890626072883606},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.8179903030395508},{"id":"https://openalex.org/C89623803","wikidata":"https://www.wikidata.org/wiki/Q12184","display_name":"Pandemic","level":5,"score":0.5724043846130371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5455756187438965},{"id":"https://openalex.org/C3006700255","wikidata":"https://www.wikidata.org/wiki/Q81068910","display_name":"2019-20 coronavirus outbreak","level":3,"score":0.4846847355365753},{"id":"https://openalex.org/C3007834351","wikidata":"https://www.wikidata.org/wiki/Q82069695","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","level":5,"score":0.41373181343078613},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3650144934654236},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2068306803703308},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13404470682144165},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C116675565","wikidata":"https://www.wikidata.org/wiki/Q3241045","display_name":"Outbreak","level":2,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wsc60868.2023.10407602","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wsc60868.2023.10407602","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6200000047683716}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310960","display_name":"NHS Blood and Transplant","ror":"https://ror.org/0227qpa16"},{"id":"https://openalex.org/F4320313453","display_name":"University Hospitals","ror":null},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1977486326","https://openalex.org/W2980308966","https://openalex.org/W3014687595","https://openalex.org/W3015759376","https://openalex.org/W3020650580","https://openalex.org/W3108422760","https://openalex.org/W3111725669","https://openalex.org/W3112673700","https://openalex.org/W3120600282","https://openalex.org/W3139050105","https://openalex.org/W3141013468","https://openalex.org/W3151384567","https://openalex.org/W3161249200","https://openalex.org/W3164910779","https://openalex.org/W3208392425","https://openalex.org/W4200286937","https://openalex.org/W6786627213"],"related_works":["https://openalex.org/W4200329650","https://openalex.org/W3127156785","https://openalex.org/W4205754011","https://openalex.org/W3009669391","https://openalex.org/W4205215807","https://openalex.org/W3005417802","https://openalex.org/W4226296940","https://openalex.org/W3028835529","https://openalex.org/W3036314732","https://openalex.org/W3134376730"],"abstract_inverted_index":{"The":[0,66],"Covid-19":[1,54],"pandemic":[2],"has":[3,59],"placed":[4],"extraordinary":[5],"amounts":[6],"of":[7,50,53,64,87],"stress":[8],"upon":[9],"public":[10],"hospitals":[11],"globally.":[12],"This":[13],"paper":[14],"describes":[15],"a":[16],"simulation":[17,67],"model":[18,68],"for":[19,33,39,46,62],"estimating":[20],"hospital":[21,83],"bed":[22,78],"demand":[23,79],"based":[24],"on":[25],"generated":[26],"scenarios.":[27],"Statistical":[28],"tools":[29,71],"were":[30],"also":[31],"developed":[32],"generating":[34],"these":[35],"scenarios,":[36],"in":[37,84],"particular,":[38],"fitting":[40],"distributions":[41],"to":[42,75],"patients'":[43],"lengths-of-stay":[44],"and":[45,69],"predicting":[47],"the":[48,85],"number":[49],"daily":[51],"arrivals":[52],"patients.":[55],"A":[56],"web":[57],"dashboard":[58],"been":[60,73],"created":[61],"ease":[63],"use.":[65],"statistical":[70],"have":[72],"used":[74],"estimate":[76],"Covid-related":[77],"at":[80],"an":[81],"NHS":[82],"East":[86],"England.":[88]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
