{"id":"https://openalex.org/W2605637124","doi":"https://doi.org/10.1186/s12911-017-0442-4","title":"Development and validation of classifiers and variable subsets for predicting nursing home admission","display_name":"Development and validation of classifiers and variable subsets for predicting nursing home admission","publication_year":2017,"publication_date":"2017-04-13","ids":{"openalex":"https://openalex.org/W2605637124","doi":"https://doi.org/10.1186/s12911-017-0442-4","mag":"2605637124","pmid":"https://pubmed.ncbi.nlm.nih.gov/28407806"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-017-0442-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-017-0442-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-017-0442-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-017-0442-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078176288","display_name":"Mikko Nuutinen","orcid":"https://orcid.org/0000-0002-7429-3710"},"institutions":[{"id":"https://openalex.org/I4210101707","display_name":"VATT Institute for Economic Research","ror":"https://ror.org/017qjec28","country_code":"FI","type":"government","lineage":["https://openalex.org/I4210101707"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Mikko Nuutinen","raw_affiliation_strings":["Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland. mikko.nuutinen@nhg.fi","Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland"],"raw_orcid":"https://orcid.org/0000-0002-7429-3710","affiliations":[{"raw_affiliation_string":"Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland. mikko.nuutinen@nhg.fi","institution_ids":["https://openalex.org/I4210101707"]},{"raw_affiliation_string":"Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080116329","display_name":"Riikka\u2010Leena Leskel\u00e4","orcid":"https://orcid.org/0000-0002-9255-2958"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Riikka-Leena Leskel\u00e4","raw_affiliation_strings":["Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089319696","display_name":"Ella Suojalehto","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ella Suojalehto","raw_affiliation_strings":["City of Tampere, PL 487, Tampere, 33101, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City of Tampere, PL 487, Tampere, 33101, Finland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057338263","display_name":"Anniina Tirronen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anniina Tirronen","raw_affiliation_strings":["City of Tampere, PL 487, Tampere, 33101, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City of Tampere, PL 487, Tampere, 33101, Finland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040326029","display_name":"Vesa Komssi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vesa Komssi","raw_affiliation_strings":["Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nordic Healthcare Group, Vattuniemenranta 2, Helsinki, 00210, Finland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5078176288"],"corresponding_institution_ids":["https://openalex.org/I4210101707"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":3.5888,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.9294817,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"39","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11376","display_name":"Geriatric Care and Nursing Homes","score":0.8532000184059143,"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"}},"topics":[{"id":"https://openalex.org/T11376","display_name":"Geriatric Care and Nursing Homes","score":0.8532000184059143,"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/T11011","display_name":"Frailty in Older Adults","score":0.06830000132322311,"subfield":{"id":"https://openalex.org/subfields/2717","display_name":"Geriatrics and Gerontology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12790","display_name":"Nursing Diagnosis and Documentation","score":0.007000000216066837,"subfield":{"id":"https://openalex.org/subfields/2910","display_name":"Issues, ethics and legal aspects"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6205804944038391},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5757892727851868},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5450577735900879},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4867272675037384},{"id":"https://openalex.org/keywords/activities-of-daily-living","display_name":"Activities of daily living","score":0.4738745391368866},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.46616819500923157},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4548897445201874},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.4445951581001282},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.43076786398887634},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.4295845329761505},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.42499056458473206},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3496374785900116},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.19449105858802795},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.19168275594711304},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.12427821755409241},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.12355148792266846}],"concepts":[{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6205804944038391},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5757892727851868},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5450577735900879},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4867272675037384},{"id":"https://openalex.org/C79544238","wikidata":"https://www.wikidata.org/wiki/Q423243","display_name":"Activities of daily living","level":2,"score":0.4738745391368866},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.46616819500923157},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4548897445201874},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.4445951581001282},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.43076786398887634},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.4295845329761505},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.42499056458473206},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3496374785900116},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.19449105858802795},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.19168275594711304},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.12427821755409241},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.12355148792266846},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005387","descriptor_name":"Finland","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D005387","descriptor_name":"Finland","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D005387","descriptor_name":"Finland","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","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":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006699","descriptor_name":"Home Care Services","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006699","descriptor_name":"Home Care Services","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006699","descriptor_name":"Home Care Services","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","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":"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":"D009735","descriptor_name":"Nursing Homes","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D009735","descriptor_name":"Nursing Homes","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D009735","descriptor_name":"Nursing Homes","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","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":"D015981","descriptor_name":"Epidemiologic Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015981","descriptor_name":"Epidemiologic Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015981","descriptor_name":"Epidemiologic Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-017-0442-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-017-0442-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-017-0442-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:28407806","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28407806","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:5b8029b12b0e4b6c87b49ff3acbbf8f3","is_oa":true,"landing_page_url":"https://doaj.org/article/5b8029b12b0e4b6c87b49ff3acbbf8f3","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":"BMC Medical Informatics and Decision Making, Vol 17, Iss 1, Pp 1-12 (2017)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:5390435","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5390435","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":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-017-0442-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-017-0442-4","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-017-0442-4","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2605637124.pdf","grobid_xml":"https://content.openalex.org/works/W2605637124.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W111226416","https://openalex.org/W349770100","https://openalex.org/W609309059","https://openalex.org/W1480376833","https://openalex.org/W1480931433","https://openalex.org/W1528905581","https://openalex.org/W1565050238","https://openalex.org/W1826665647","https://openalex.org/W1862792489","https://openalex.org/W1965531183","https://openalex.org/W1969071335","https://openalex.org/W1969663483","https://openalex.org/W1973578328","https://openalex.org/W1975555722","https://openalex.org/W1979728352","https://openalex.org/W1991149794","https://openalex.org/W2008124447","https://openalex.org/W2027615053","https://openalex.org/W2035225376","https://openalex.org/W2045738041","https://openalex.org/W2046474738","https://openalex.org/W2052023723","https://openalex.org/W2061408694","https://openalex.org/W2068377848","https://openalex.org/W2078944098","https://openalex.org/W2084341220","https://openalex.org/W2085657320","https://openalex.org/W2086583827","https://openalex.org/W2096079112","https://openalex.org/W2101234009","https://openalex.org/W2102831150","https://openalex.org/W2103158077","https://openalex.org/W2108273125","https://openalex.org/W2111641487","https://openalex.org/W2113250904","https://openalex.org/W2119821739","https://openalex.org/W2133305629","https://openalex.org/W2136391094","https://openalex.org/W2156608818","https://openalex.org/W2163084264","https://openalex.org/W2168015756","https://openalex.org/W2169361910","https://openalex.org/W2215899113","https://openalex.org/W2277238892","https://openalex.org/W2338289743","https://openalex.org/W2342249984","https://openalex.org/W2787894218","https://openalex.org/W4241596120","https://openalex.org/W4285719527","https://openalex.org/W4301861531","https://openalex.org/W4388319163","https://openalex.org/W6773842061","https://openalex.org/W6949880462"],"related_works":["https://openalex.org/W2071210425","https://openalex.org/W4249377076","https://openalex.org/W4210389441","https://openalex.org/W4310840813","https://openalex.org/W4200627986","https://openalex.org/W2103158077","https://openalex.org/W2208191412","https://openalex.org/W2413724037","https://openalex.org/W1910186363","https://openalex.org/W4232043044"],"abstract_inverted_index":{"BACKGROUND:":[0],"In":[1],"previous":[2],"years":[3],"a":[4,42,127,273],"substantial":[5],"number":[6],"of":[7,14,41,53,62,71,116,134,149,208,227,238,243,255,258,269,275],"studies":[8],"have":[9,27],"identified":[10],"statistically":[11],"important":[12,193],"predictors":[13],"nursing":[15],"home":[16,56,276],"admission":[17],"(NHA).":[18],"However,":[19],"as":[20,22,272],"far":[21],"we":[23],"know,":[24],"the":[25,31,38,60,69,99,111,132,150,166,169,177,225,244,253,256,262,267],"analyses":[26],"been":[28],"done":[29,285],"at":[30],"population-level.":[32],"No":[33],"prior":[34,231],"research":[35],"has":[36],"analysed":[37],"prediction":[39,170],"accuracy":[40,171,187,242],"NHA":[43,106,118],"model":[44,264],"for":[45,107,165,188,199,246],"individuals.":[46],"METHODS:":[47],"This":[48],"study":[49,271],"is":[50],"an":[51],"analysis":[52],"3056":[54],"longer-term":[55],"care":[57,277],"customers":[58],"in":[59],"city":[61,257],"Tampere,":[63],"Finland.":[64],"Data":[65],"were":[66,119,168,195],"collected":[67],"from":[68],"records":[70],"social":[72],"and":[73,77,90,109,131,142,159,172,182,222,224,230,236,292],"health":[74],"service":[75],"usage":[76],"RAI-HC":[78],"(Resident":[79],"Assessment":[80],"Instrument":[81],"-":[82],"Home":[83],"Care)":[84],"assessment":[85],"system":[86],"during":[87],"January":[88],"2011":[89],"September":[91],"2015.":[92],"The":[93,113,147,161,180,191,241],"aim":[94],"was":[95,152,248],"to":[96,104,251,260,283,286,294],"find":[97],"out":[98],"most":[100,192],"efficient":[101],"variable":[102,114,128],"subsets":[103,115],"predict":[105],"individuals":[108,247],"validate":[110],"accuracy.":[112],"predicting":[117,189],"searched":[120],"by":[121],"sequential":[122],"forward":[123],"selection":[124],"(SFS)":[125],"method,":[126],"ranking":[129],"metric":[130],"classifiers":[133,167,184],"logistic":[135],"regression":[136],"(LR),":[137],"support":[138],"vector":[139],"machine":[140],"(SVM)":[141],"Gaussian":[143],"naive":[144],"Bayes":[145],"(GNB).":[146],"validation":[148],"results":[151],"guaranteed":[153],"using":[154],"randomly":[155],"balanced":[156],"data":[157],"sets":[158],"cross-validation.":[160],"primary":[162],"performance":[163],"metrics":[164],"AUC":[173],"(average":[174],"area":[175],"under":[176],"curve).":[178],"RESULTS:":[179],"LR":[181],"GNB":[183],"achieved":[185],"78%":[186],"NHA.":[190],"variables":[194,288],"RAI":[196],"MAPLE":[197],"(Method":[198],"Assigning":[200],"Priority":[201],"Levels),":[202],"functional":[203],"impairment":[204,212],"(RAI":[205,213],"IADL,":[206],"Activities":[207],"Daily":[209],"Living),":[210],"cognitive":[211],"CPS,":[214],"Cognitive":[215],"Performance":[216],"Scale),":[217],"memory":[218],"disorders":[219],"(diagnoses":[220],"G30-G32":[221],"F00-F03)":[223],"use":[226,233],"community-based":[228],"health-service":[229],"hospital":[232],"(emergency":[234],"visits":[235],"periods":[237],"care).":[239],"CONCLUSION:":[240],"classifier":[245],"high":[249],"enough":[250],"convince":[252],"officials":[254],"Tampere":[259],"integrate":[261],"predictive":[263],"based":[265],"on":[266],"findings":[268],"this":[270],"part":[274],"information":[278],"system.":[279],"Further":[280],"work":[281],"need":[282],"be":[284],"evaluate":[287],"that":[289],"are":[290],"modifiable":[291],"responsive":[293],"interventions.":[295]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
