{"id":"https://openalex.org/W2999218049","doi":"https://doi.org/10.1155/2020/8740457","title":"Data-Driven Models for Capacity Allocation of Inpatient Beds in a Chinese Public Hospital","display_name":"Data-Driven Models for Capacity Allocation of Inpatient Beds in a Chinese Public Hospital","publication_year":2020,"publication_date":"2020-01-07","ids":{"openalex":"https://openalex.org/W2999218049","doi":"https://doi.org/10.1155/2020/8740457","mag":"2999218049","pmid":"https://pubmed.ncbi.nlm.nih.gov/32377227"},"language":"en","primary_location":{"id":"doi:10.1155/2020/8740457","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8740457","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2020/8740457.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cmmm/2020/8740457.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101585352","display_name":"Ting Zhu","orcid":"https://orcid.org/0000-0001-6273-8148"},"institutions":[{"id":"https://openalex.org/I2800091995","display_name":"West China Medical Center of Sichuan University","ror":"https://ror.org/040nggs60","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I24185976","https://openalex.org/I2800091995"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Zhu","raw_affiliation_strings":["West China Biomedical Big Data Center, West China Hospital/West China School of Medicine, Sichuan University, Chengdu 610064, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"West China Biomedical Big Data Center, West China Hospital/West China School of Medicine, Sichuan University, Chengdu 610064, China","institution_ids":["https://openalex.org/I2800091995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035463891","display_name":"Peng Liao","orcid":"https://orcid.org/0000-0001-9902-0383"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Liao","raw_affiliation_strings":["Tencent.com, Shenzhen 518054, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tencent.com, Shenzhen 518054, China","institution_ids":["https://openalex.org/I2250653659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079587373","display_name":"Li Luo","orcid":"https://orcid.org/0000-0003-0960-9296"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Luo","raw_affiliation_strings":["Department of Industrial Engineering and Engineering Management, Business School, Sichuan University, Chengdu 610064, China"],"raw_orcid":"https://orcid.org/0000-0003-0960-9296","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Engineering Management, Business School, Sichuan University, Chengdu 610064, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011020397","display_name":"Heng-Qing Ye","orcid":"https://orcid.org/0000-0001-5593-3738"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Heng-Qing Ye","raw_affiliation_strings":["Faculty of Business School, Hong Kong Polytechnic University, Hong Kong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Business School, Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5079587373"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":1.6287,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.86071654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"13"},"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":0.9861999750137329,"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/T12011","display_name":"Insurance, Mortality, Demography, Risk Management","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/3317","display_name":"Demography"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/revenue","display_name":"Revenue","score":0.5652244687080383},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5557271838188171},{"id":"https://openalex.org/keywords/hospital-bed","display_name":"Hospital bed","score":0.5157437920570374},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.49463483691215515},{"id":"https://openalex.org/keywords/public-hospital","display_name":"Public hospital","score":0.46608278155326843},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4438468813896179},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.4189004898071289},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.28375446796417236},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2294946014881134},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.18351313471794128},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15320515632629395},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.10294634103775024}],"concepts":[{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.5652244687080383},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5557271838188171},{"id":"https://openalex.org/C2776807919","wikidata":"https://www.wikidata.org/wiki/Q142259","display_name":"Hospital bed","level":2,"score":0.5157437920570374},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.49463483691215515},{"id":"https://openalex.org/C2775860198","wikidata":"https://www.wikidata.org/wiki/Q7257872","display_name":"Public hospital","level":2,"score":0.46608278155326843},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4438468813896179},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.4189004898071289},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28375446796417236},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2294946014881134},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.18351313471794128},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15320515632629395},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.10294634103775024},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001509","descriptor_name":"Bed Occupancy","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D001509","descriptor_name":"Bed Occupancy","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D001509","descriptor_name":"Bed Occupancy","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006742","descriptor_name":"Hospital Bed Capacity","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006742","descriptor_name":"Hospital Bed Capacity","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006742","descriptor_name":"Hospital Bed Capacity","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006779","descriptor_name":"Hospitals, Public","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D006779","descriptor_name":"Hospitals, Public","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D006779","descriptor_name":"Hospitals, Public","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007297","descriptor_name":"Inpatients","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D007297","descriptor_name":"Inpatients","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D007297","descriptor_name":"Inpatients","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D007902","descriptor_name":"Length of Stay","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D007902","descriptor_name":"Length of Stay","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D007902","descriptor_name":"Length of Stay","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D013269","descriptor_name":"Stochastic Processes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013269","descriptor_name":"Stochastic Processes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013269","descriptor_name":"Stochastic Processes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015276","descriptor_name":"Health Care Rationing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015276","descriptor_name":"Health Care Rationing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015276","descriptor_name":"Health Care Rationing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015276","descriptor_name":"Health Care Rationing","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D015276","descriptor_name":"Health Care Rationing","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D015276","descriptor_name":"Health Care Rationing","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D018709","descriptor_name":"Statistics, Nonparametric","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018709","descriptor_name":"Statistics, Nonparametric","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018709","descriptor_name":"Statistics, Nonparametric","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1155/2020/8740457","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8740457","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2020/8740457.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},{"id":"pmid:32377227","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32377227","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and mathematical methods in medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:032c4f4697714493af4899acadfee030","is_oa":false,"landing_page_url":"https://doaj.org/article/032c4f4697714493af4899acadfee030","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational and Mathematical Methods in Medicine, Vol 2020 (2020)","raw_type":"article"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/82246","is_oa":true,"landing_page_url":"http://hdl.handle.net/10397/82246","pdf_url":null,"source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal/Magazine Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7199538","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7199538","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Comput Math Methods Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2020/8740457","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8740457","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2020/8740457.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.550000011920929}],"awards":[{"id":"https://openalex.org/G1443180238","display_name":null,"funder_award_id":"71532007","funder_id":"https://openalex.org/F4320321019","funder_display_name":"University Grants Committee"},{"id":"https://openalex.org/G2143253555","display_name":null,"funder_award_id":"2019YFS0276","funder_id":"https://openalex.org/F4320322922","funder_display_name":"Department of Science and Technology of Sichuan Province"},{"id":"https://openalex.org/G2164138175","display_name":null,"funder_award_id":"71520107003","funder_id":"https://openalex.org/F4320321019","funder_display_name":"University Grants Committee"},{"id":"https://openalex.org/G2447885010","display_name":null,"funder_award_id":"T32-102/14N","funder_id":"https://openalex.org/F4320321019","funder_display_name":"University Grants Committee"},{"id":"https://openalex.org/G2890862615","display_name":null,"funder_award_id":"71520107003","funder_id":"https://openalex.org/F4320322922","funder_display_name":"Department of Science and Technology of Sichuan Province"},{"id":"https://openalex.org/G3224995736","display_name":null,"funder_award_id":"2019YFS0276","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4872995021","display_name":"\u5927\u6570\u636e\u9a71\u52a8\u7684\u73af\u5883\u4e0e\u667a\u6167\u533b\u7597\u5065\u5eb7\u5168\u793e\u4f1a\u8d44\u6e90\u7ba1\u7406\u7814\u7a76","funder_award_id":"71532007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G603363758","display_name":null,"funder_award_id":"71520107003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6153815119","display_name":null,"funder_award_id":"T32-102/14N","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8169910833","display_name":null,"funder_award_id":"T32-102/14N","funder_id":"https://openalex.org/F4320322922","funder_display_name":"Department of Science and Technology of Sichuan Province"},{"id":"https://openalex.org/G8629433978","display_name":null,"funder_award_id":"71532007","funder_id":"https://openalex.org/F4320322922","funder_display_name":"Department of Science and Technology of Sichuan Province"},{"id":"https://openalex.org/G8827404873","display_name":null,"funder_award_id":"2019YFS0276","funder_id":"https://openalex.org/F4320321019","funder_display_name":"University Grants Committee"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321019","display_name":"University Grants Committee","ror":"https://ror.org/00djwmt25"},{"id":"https://openalex.org/F4320322922","display_name":"Department of Science and Technology of Sichuan Province","ror":"https://ror.org/04323m874"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2999218049.pdf","grobid_xml":"https://content.openalex.org/works/W2999218049.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1514853693","https://openalex.org/W1828651507","https://openalex.org/W1832367579","https://openalex.org/W1971713783","https://openalex.org/W1977384739","https://openalex.org/W1993487035","https://openalex.org/W1995871788","https://openalex.org/W2014320990","https://openalex.org/W2018661294","https://openalex.org/W2032091434","https://openalex.org/W2060472015","https://openalex.org/W2089105401","https://openalex.org/W2090343757","https://openalex.org/W2104249385","https://openalex.org/W2106504075","https://openalex.org/W2118578357","https://openalex.org/W2142728935","https://openalex.org/W2156392948","https://openalex.org/W2162615138","https://openalex.org/W2169982856","https://openalex.org/W2342545017","https://openalex.org/W2768498952","https://openalex.org/W2796577701","https://openalex.org/W3122167207"],"related_works":["https://openalex.org/W3080592364","https://openalex.org/W2990368248","https://openalex.org/W2796198885","https://openalex.org/W2405280135","https://openalex.org/W2092822120","https://openalex.org/W633959424","https://openalex.org/W4376056077","https://openalex.org/W2395189382","https://openalex.org/W48947439","https://openalex.org/W2995509144"],"abstract_inverted_index":{"Hospital":[0],"beds":[1,203],"are":[2,18,67],"a":[3,120,142,175],"critical":[4],"but":[5],"limited":[6,56],"resource":[7],"shared":[8],"between":[9,59],"distinct":[10,60],"classes":[11,80],"of":[12,81,91,113,167],"elective":[13,16],"patients.":[14],"Urgent":[15],"patients":[17,30,206],"more":[19,202],"sensitive":[20],"to":[21,44,71,78,174,200,204,220],"delays":[22],"and":[23,48,88,110,115,129,147,170,209],"should":[24],"be":[25,137,154],"treated":[26],"immediately,":[27],"whereas":[28],"regular":[29],"can":[31,105,153],"wait":[32],"for":[33],"an":[34,150],"extended":[35],"time.":[36],"Public":[37],"hospitals":[38],"in":[39,185,217],"countries":[40],"like":[41],"China":[42],"need":[43],"maximize":[45],"their":[46,55],"revenue":[47],"at":[49],"the":[50,74,89,96,131,164,172,221],"same":[51],"time":[52],"equitably":[53],"allocate":[54,73,201],"bed":[57,65,76],"capacity":[58,77,114],"patient":[61,86,92],"classes.":[62],"Consequently,":[63],"hospital":[64],"managers":[66],"under":[68],"great":[69],"pressure":[70],"optimally":[72],"available":[75],"all":[79],"patients,":[82],"particularly":[83],"considering":[84],"random":[85,180],"arrivals":[87],"length":[90],"stay.":[93],"To":[94],"address":[95],"difficulties,":[97],"we":[98,118,162],"propose":[99,119],"data-driven":[100],"stochastic":[101],"optimization":[102,145],"models":[103],"that":[104,149,178],"directly":[106],"utilize":[107],"historical":[108],"observations":[109],"feature":[111],"data":[112],"demand.":[116],"First,":[117],"single-period":[121],"model":[122,177],"assuming":[123],"known":[124],"capacity;":[125,181],"since":[126],"it":[127,135,197],"recovers":[128],"improves":[130],"current":[132,222],"decision-making":[133],"process,":[134],"may":[136],"deployed":[138],"immediately.":[139],"We":[140],"develop":[141],"nonparametric":[143],"kernel":[144],"method":[146],"demonstrate":[148],"optimal":[151,199],"allocation":[152],"effectively":[155],"obtained":[156],"with":[157],"one":[158],"year's":[159],"data.":[160],"Next,":[161],"consider":[163],"dynamic":[165],"transition":[166],"system":[168],"state":[169],"extend":[171],"study":[173],"multiperiod":[176],"allows":[179],"this":[182,215],"further":[183],"brings":[184],"substantial":[186],"improvement.":[187],"Sensitivity":[188],"analysis":[189],"also":[190],"offers":[191],"interesting":[192],"managerial":[193],"insights.":[194],"For":[195],"example,":[196],"is":[198,216],"urgent":[205],"on":[207,212],"Mondays":[208],"Thursdays":[210],"than":[211],"other":[213],"weekdays;":[214],"sharp":[218],"contrast":[219],"myopic":[223],"practice.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}