{"id":"https://openalex.org/W3183920385","doi":"https://doi.org/10.1109/access.2021.3098715","title":"Modeling and Validation of the Hospital\u2019s Ambulatory and Inpatients Operations Using a Non-Homogenous Discrete Time Markovian Chains","display_name":"Modeling and Validation of the Hospital\u2019s Ambulatory and Inpatients Operations Using a Non-Homogenous Discrete Time Markovian Chains","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3183920385","doi":"https://doi.org/10.1109/access.2021.3098715","mag":"3183920385"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3098715","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3098715","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09492080.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09492080.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085358115","display_name":"Kaouter Karboub","orcid":"https://orcid.org/0000-0002-8938-4316"},"institutions":[{"id":"https://openalex.org/I4387155471","display_name":"Laboratoire de G\u00e9nie Informatique, de Production et de Maintenance","ror":"https://ror.org/04xykxd72","country_code":null,"type":"facility","lineage":["https://openalex.org/I4210150706","https://openalex.org/I4387155471","https://openalex.org/I90183372","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I90183372","display_name":"Universit\u00e9 de Lorraine","ror":"https://ror.org/04vfs2w97","country_code":"FR","type":"education","lineage":["https://openalex.org/I90183372"]},{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["FR","MA"],"is_corresponding":false,"raw_author_name":"Kaouter Karboub","raw_affiliation_strings":["FRDISI, Hassan II University of Casablanca, Casablanca, Morocco","LGIPM, University of Lorraine, Metz, France","LRI-EAS, ENSEM, Hassan II University of Casablanca, Casablanca, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-8938-4316","affiliations":[{"raw_affiliation_string":"FRDISI, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]},{"raw_affiliation_string":"LGIPM, University of Lorraine, Metz, France","institution_ids":["https://openalex.org/I4387155471","https://openalex.org/I90183372"]},{"raw_affiliation_string":"LRI-EAS, ENSEM, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015679036","display_name":"Mohamed Tabaa","orcid":"https://orcid.org/0000-0003-3938-3566"},"institutions":[{"id":"https://openalex.org/I4210113095","display_name":"\u00c9cole Marocaine des Sciences de l'Ing\u00e9nieur","ror":"https://ror.org/01d1pbg09","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210113095"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Tabaa","raw_affiliation_strings":["LPRI, EMSI, Casablanca, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-3938-3566","affiliations":[{"raw_affiliation_string":"LPRI, EMSI, Casablanca, Morocco","institution_ids":["https://openalex.org/I4210113095"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032184240","display_name":"Sofi\u00e8ne Dellagi","orcid":"https://orcid.org/0000-0001-9546-7540"},"institutions":[{"id":"https://openalex.org/I4387155471","display_name":"Laboratoire de G\u00e9nie Informatique, de Production et de Maintenance","ror":"https://ror.org/04xykxd72","country_code":null,"type":"facility","lineage":["https://openalex.org/I4210150706","https://openalex.org/I4387155471","https://openalex.org/I90183372","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I90183372","display_name":"Universit\u00e9 de Lorraine","ror":"https://ror.org/04vfs2w97","country_code":"FR","type":"education","lineage":["https://openalex.org/I90183372"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sofiene Dellagi","raw_affiliation_strings":["LGIPM, University of Lorraine, Metz, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LGIPM, University of Lorraine, Metz, France","institution_ids":["https://openalex.org/I4387155471","https://openalex.org/I90183372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112299208","display_name":"Fabrice Monteiro","orcid":null},"institutions":[{"id":"https://openalex.org/I4387155471","display_name":"Laboratoire de G\u00e9nie Informatique, de Production et de Maintenance","ror":"https://ror.org/04xykxd72","country_code":null,"type":"facility","lineage":["https://openalex.org/I4210150706","https://openalex.org/I4387155471","https://openalex.org/I90183372","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I90183372","display_name":"Universit\u00e9 de Lorraine","ror":"https://ror.org/04vfs2w97","country_code":"FR","type":"education","lineage":["https://openalex.org/I90183372"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fabrice Monteiro","raw_affiliation_strings":["LGIPM, University of Lorraine, Metz, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LGIPM, University of Lorraine, Metz, France","institution_ids":["https://openalex.org/I4387155471","https://openalex.org/I90183372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112557046","display_name":"Abbas Dandache","orcid":null},"institutions":[{"id":"https://openalex.org/I4387155471","display_name":"Laboratoire de G\u00e9nie Informatique, de Production et de Maintenance","ror":"https://ror.org/04xykxd72","country_code":null,"type":"facility","lineage":["https://openalex.org/I4210150706","https://openalex.org/I4387155471","https://openalex.org/I90183372","https://openalex.org/I90183372"]},{"id":"https://openalex.org/I90183372","display_name":"Universit\u00e9 de Lorraine","ror":"https://ror.org/04vfs2w97","country_code":"FR","type":"education","lineage":["https://openalex.org/I90183372"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Abbas Dandache","raw_affiliation_strings":["LGIPM, University of Lorraine, Metz, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LGIPM, University of Lorraine, Metz, France","institution_ids":["https://openalex.org/I4387155471","https://openalex.org/I90183372"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037262246","display_name":"Fouad Moutaouakkil","orcid":"https://orcid.org/0000-0001-5194-8166"},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Fouad Moutaouakkil","raw_affiliation_strings":["LRI-EAS, ENSEM, Hassan II University of Casablanca, Casablanca, Morocco"],"raw_orcid":"https://orcid.org/0000-0001-5194-8166","affiliations":[{"raw_affiliation_string":"LRI-EAS, ENSEM, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.5672,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.68831927,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"9","issue":null,"first_page":"103044","last_page":"103055"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9961000084877014,"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/T11095","display_name":"Emergency and Acute Care Studies","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.6937648057937622},{"id":"https://openalex.org/keywords/occupancy","display_name":"Occupancy","score":0.6616731286048889},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6349919438362122},{"id":"https://openalex.org/keywords/ambulatory","display_name":"Ambulatory","score":0.5463094115257263},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.543196976184845},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.5212231874465942},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.504018247127533},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.425167441368103},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.4135148525238037},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3836902379989624},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3281868100166321},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3169287145137787},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27501600980758667},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2068377435207367},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15349215269088745},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.12962138652801514},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09671485424041748}],"concepts":[{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.6937648057937622},{"id":"https://openalex.org/C160331591","wikidata":"https://www.wikidata.org/wiki/Q7075743","display_name":"Occupancy","level":2,"score":0.6616731286048889},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6349919438362122},{"id":"https://openalex.org/C35785553","wikidata":"https://www.wikidata.org/wiki/Q756720","display_name":"Ambulatory","level":2,"score":0.5463094115257263},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.543196976184845},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.5212231874465942},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.504018247127533},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.425167441368103},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.4135148525238037},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3836902379989624},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3281868100166321},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3169287145137787},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27501600980758667},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2068377435207367},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15349215269088745},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.12962138652801514},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09671485424041748},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2021.3098715","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3098715","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09492080.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-03293503v1","is_oa":false,"landing_page_url":"https://hal.univ-lorraine.fr/hal-03293503","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, 2021, 9, pp.103044-103055. &#x27E8;10.1109/ACCESS.2021.3098715&#x27E9;","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:12f740768bca44a4a9cf855d307a8880","is_oa":true,"landing_page_url":"https://doaj.org/article/12f740768bca44a4a9cf855d307a8880","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 103044-103055 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3098715","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3098715","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09492080.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1536916385","https://openalex.org/W1970986504","https://openalex.org/W1979746589","https://openalex.org/W1994071747","https://openalex.org/W2004363024","https://openalex.org/W2007626960","https://openalex.org/W2008274261","https://openalex.org/W2036422814","https://openalex.org/W2039366625","https://openalex.org/W2056134309","https://openalex.org/W2056346592","https://openalex.org/W2082624531","https://openalex.org/W2087688582","https://openalex.org/W2125366425","https://openalex.org/W2164472603","https://openalex.org/W2193699616","https://openalex.org/W2204135900","https://openalex.org/W2278428495","https://openalex.org/W2291073609","https://openalex.org/W2315122661","https://openalex.org/W2444292164","https://openalex.org/W2522853994","https://openalex.org/W2530098641","https://openalex.org/W2530364960","https://openalex.org/W2533805525","https://openalex.org/W2748309608","https://openalex.org/W2764226165","https://openalex.org/W2782465855","https://openalex.org/W2793358769","https://openalex.org/W2917426847","https://openalex.org/W2925157573","https://openalex.org/W2980443998","https://openalex.org/W2986345464","https://openalex.org/W2989587439","https://openalex.org/W3085660086","https://openalex.org/W3093347455","https://openalex.org/W6671306768"],"related_works":["https://openalex.org/W4282043467","https://openalex.org/W2105697914","https://openalex.org/W2202433167","https://openalex.org/W617164912","https://openalex.org/W2379651310","https://openalex.org/W2113019827","https://openalex.org/W1541249122","https://openalex.org/W2413828414","https://openalex.org/W4236062181","https://openalex.org/W2367222340"],"abstract_inverted_index":{"Overcrowded":[0],"hospitals":[1],"in":[2,134,157,198,205,236,239],"its":[3],"different":[4,18,25,73,103],"process's":[5],"levels":[6],"is":[7,63,76],"a":[8,32,43,57,67,106,128,135],"very":[9,33],"common":[10],"issue":[11],"all":[12,195],"over":[13],"the":[14,37,88,94,102,140,150,158,185,199,202,206,214,233,237,240,251,258,261],"globe.":[15],"Research":[16],"through":[17],"works":[19],"have":[20],"studied":[21],"this":[22,148,227],"problem":[23],"from":[24,213],"angles.":[26],"Most":[27],"of":[28,36,72,105,131,153,194,232,250,264],"those":[29],"focused":[30],"on":[31,60,78,123,172,211],"specific":[34],"part":[35],"internal":[38],"flows.":[39],"This":[40,54],"study":[41,115],"presents":[42,56],"mathematical":[44,120],"model":[45,55,101,121,149,253],"aiming":[46],"to":[47,65,116,147,168,257],"reflect":[48],"patient":[49],"flow":[50,69,133],"and":[51,93,98,137,163,178,245],"resources":[52,141],"usage.":[53],"new":[58],"perspective":[59],"how":[61,173],"it":[62],"possible":[64],"organize":[66],"hospital":[68,136],"for":[70],"inpatients":[71],"pathologies.":[74],"It":[75,84],"based":[77,122,171,210],"Non-Homogenous":[79],"Discrete":[80],"Time":[81],"Markovian":[82,269],"chains.":[83],"takes":[85],"into":[86],"consideration":[87],"patient's":[89,107,273],"pathology,":[90,274,276],"survival":[91,271],"function":[92],"current":[95],"beds":[96,187,203],"distribution":[97,152],"discharges.":[99],"To":[100],"variations":[104],"flow,":[108],"our":[109,119,223],"work":[110],"uses":[111],"an":[112],"actual":[113,207],"case":[114],"validate":[117],"that":[118],"Markov":[124],"Chains":[125],"can":[126,138,219],"represent":[127],"real":[129],"scenario":[130],"patients":[132,154,162,165,197],"predict":[139],"occupancy.":[142],"We":[143],"used":[144],"as":[145,155],"entry":[146],"arrival":[151],"represented":[156],"NHS":[159,215],"dataset.":[160],"Served":[161],"overflowing":[164],"relate":[166],"proportionally":[167],"admission":[169],"rate":[170],"much":[174],"time":[175],"every":[176],"diagnosis":[177],"preliminary":[179],"treatment":[180],"will":[181,190],"take,":[182],"then":[183,255],"using":[184,222,260],"previous":[186],"availability":[188],"ration":[189],"permit,":[191],"with":[192,229],"knowledge":[193],"present":[196],"system,":[200],"calculate":[201],"occupancy":[204,218,235],"time.":[208],"Only":[209],"inputs":[212],"database,":[216],"bed":[217],"be":[220],"calculated":[221],"model.":[224],"Then":[225],"compare":[226],"calculus":[228],"published":[230],"data":[231],"bed's":[234],"NHS.":[238],"period":[241],"between":[242],"March":[243],"2020":[244],"February":[246],"2021.":[247],"The":[248],"results":[249],"simulation":[252],"were":[254],"compared":[256],"dataset":[259],"chi-square":[262],"goodness":[263],"fit":[265],"test.":[266],"Non-homogenous":[267],"discrete":[268],"model,":[270],"function,":[272],"time-dependent,":[275],"primary":[277],"allocations,":[278],"secondary":[279],"allocations.":[280]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
