{"id":"https://openalex.org/W2360686152","doi":"https://doi.org/10.3969/j.issn.1672-7347.2011.12.014","title":"[Prediction model of health workforce and beds in county hospitals of Hunan by multiple linear regression].","display_name":"[Prediction model of health workforce and beds in county hospitals of Hunan by multiple linear regression].","publication_year":2011,"publication_date":"2011-12-01","ids":{"openalex":"https://openalex.org/W2360686152","doi":"https://doi.org/10.3969/j.issn.1672-7347.2011.12.014","mag":"2360686152","pmid":"https://pubmed.ncbi.nlm.nih.gov/22246364"},"language":"zh","primary_location":{"id":"pmid:22246364","doi":"https://doi.org/10.3969/j.issn.1672-7347.2011.12.014","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22246364","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,"listed_in":[],"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":"Zhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciences","raw_type":"Journal Article"},"volume":null,"type":"article","indexed_in":["pubmed"],"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/A5014657343","display_name":"Ru Ling","orcid":"https://orcid.org/0000-0001-9444-147X","observed_orcids":["https://orcid.org/0000-0001-9444-147X"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ru Ling","raw_affiliation_strings":["School Public Health, Central South University, Changsha, China. urfriend@21cn.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School Public Health, Central South University, Changsha, China. urfriend@21cn.com","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jiawang Liu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiawang Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36399966,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"12","first_page":"1206","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11990","display_name":"Global Health Workforce Issues","score":0.39309999346733093,"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/T11990","display_name":"Global Health Workforce Issues","score":0.39309999346733093,"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/T13896","display_name":"Health Services Management and Policy","score":0.2621999979019165,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/T14186","display_name":"Healthcare Systems and Practices","score":0.19020000100135803,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/healthcare-workers","display_name":"healthcare workers","score":0.8019999861717224},{"id":"https://openalex.org/keywords/hospital-beds","display_name":"hospital beds","score":0.8159999847412109},{"id":"https://openalex.org/keywords/county-hospitals","display_name":"county hospitals","score":0.9890000224113464},{"id":"https://openalex.org/keywords/health-workforce-forecasting","display_name":"health workforce forecasting","score":0.5619999766349792},{"id":"https://openalex.org/keywords/hospital-bed-utilization","display_name":"hospital bed utilization","score":0.7200000286102295},{"id":"https://openalex.org/keywords/hospital-bed-occupancy","display_name":"hospital bed occupancy","score":0.3779999911785126},{"id":"https://openalex.org/keywords/medical-devices","display_name":"medical devices","score":0.5600000023841858},{"id":"https://openalex.org/keywords/health-care-costs","display_name":"health care costs","score":0.4869999885559082},{"id":"https://openalex.org/keywords/hunan-province","display_name":"Hunan Province","score":0.47099998593330383}],"concepts":[{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5666211843490601},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.5536019206047058},{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.5302120447158813},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5215794444084167},{"id":"https://openalex.org/C2776807919","wikidata":"https://www.wikidata.org/wiki/Q142259","display_name":"Hospital bed","level":2,"score":0.49005401134490967},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.46555855870246887},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.35480695962905884},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.3352847695350647},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.32860267162323},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.30061984062194824},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.2655317783355713},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.12904489040374756},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12904489040374756},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.09170728921890259},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000078329","descriptor_name":"Workforce","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":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006742","descriptor_name":"Hospital Bed Capacity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006766","descriptor_name":"Hospitals, County","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016014","descriptor_name":"Linear Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"pmid:22246364","doi":"https://doi.org/10.3969/j.issn.1672-7347.2011.12.014","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22246364","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,"listed_in":[],"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":"Zhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciences","raw_type":"Journal Article"},{"id":"mag:2360686152","doi":"https://doi.org/10.3969/j.issn.1672-7347.2011.12.014","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22246364","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,"listed_in":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":"PubMed","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9391000270843506},{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.6452000141143799}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2555361226","https://openalex.org/W4385898860","https://openalex.org/W2785734948","https://openalex.org/W2170340713","https://openalex.org/W4388647702","https://openalex.org/W4237077683","https://openalex.org/W2392775103","https://openalex.org/W2066901384","https://openalex.org/W3081883030","https://openalex.org/W2359988187"],"abstract_inverted_index":{"OBJECTIVE:":[0],"To":[1],"construct":[2],"prediction":[3,186],"model":[4,56,119,187],"for":[5,197],"health":[6],"workforce":[7],"and":[8,97,106,131,166,180,191,193,199],"hospital":[9,100,110,122,169,178],"beds":[10,123],"in":[11,25,51,60,114,133,146],"county":[12,61,121,147],"hospitals":[13,62],"of":[14,81,109,128,138,143,154,177,182],"Hunan":[15,26],"by":[16,43],"multiple":[17,35,53,116],"linear":[18,36,54,117],"regression.":[19],"METHODS:":[20],"We":[21],"surveyed":[22],"16":[23],"counties":[24],"with":[27,39],"stratified":[28],"random":[29],"sampling":[30],"according":[31],"to":[32],"uniform":[33],"questionnaires,and":[34],"regression":[37,55,118],"analysis":[38],"20":[40],"quotas":[41],"selected":[42],"literature":[44],"view":[45],"was":[46],"done.":[47],"RESULTS:":[48],"Independent":[49,112],"variables":[50,113],"the":[52,64,79,115,125,126,134,151],"on":[57,120],"medical":[58,72,92,94,141,144,161,163],"personnels":[59],"included":[63,124],"counties'":[65],"urban":[66,139],"residents'":[67],"income,":[68,93,162],"crude":[69],"death":[70],"rate,":[71],"beds,":[73,179],"business":[74,149],"occupancy,":[75,150],"professional":[76,155],"equipment":[77],"value,":[78],"number":[80],"devices":[82],"valued":[83],"above":[84,132],"10":[85],"000":[86],"yuan,":[87],"fixed":[88,157],"assets,":[89,158],"long-term":[90,159],"debt,":[91,160],"expenses,":[95,164],"outpatient":[96,165],"emergency":[98,167],"visits,":[99,101,168,170],"actual":[102,171],"available":[103,172],"bed":[104,173],"days,":[105,174],"utilization":[107,175],"rate":[108,176],"beds.":[111],"population":[127],"aged":[129],"65":[130],"counties,":[135],"disposable":[136],"income":[137],"residents,":[140],"personnel":[142],"institutions":[145],"area,":[148],"total":[152],"value":[153],"equipment,":[156],"length":[181],"hospitalization.":[183],"CONCLUSION:":[184],"The":[185],"shows":[188],"good":[189],"explanatory":[190],"fitting,":[192],"may":[194],"be":[195],"used":[196],"short-":[198],"mid-term":[200],"forecasting.":[201]},"counts_by_year":[],"updated_date":"2026-11-02T09:45:03.842371","created_date":"2016-06-24T00:00:00"}