{"id":"https://openalex.org/W2952147341","doi":"https://doi.org/10.1111/acps.13061","title":"Predicting mechanical restraint of psychiatric inpatients by applying machine learning on electronic health data","display_name":"Predicting mechanical restraint of psychiatric inpatients by applying machine learning on electronic health data","publication_year":2019,"publication_date":"2019-06-18","ids":{"openalex":"https://openalex.org/W2952147341","doi":"https://doi.org/10.1111/acps.13061","mag":"2952147341","pmid":"https://pubmed.ncbi.nlm.nih.gov/31209866"},"language":"en","primary_location":{"id":"doi:10.1111/acps.13061","doi":"https://doi.org/10.1111/acps.13061","is_oa":true,"landing_page_url":"https://doi.org/10.1111/acps.13061","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/acps.13061","source":{"id":"https://openalex.org/S199498439","display_name":"Acta Psychiatrica Scandinavica","issn_l":"0001-690X","issn":["0001-690X","1600-0447"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","erih-plus","jufo-2","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Acta Psychiatrica Scandinavica","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/acps.13061","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043115961","display_name":"Andreas Aalkj\u00e6r Danielsen","orcid":"https://orcid.org/0000-0002-6585-3616","observed_orcids":["https://orcid.org/0000-0002-6585-3616"]},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]},{"id":"https://openalex.org/I2802335433","display_name":"Aarhus University Hospital","ror":"https://ror.org/040r8fr65","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802335433"]},{"id":"https://openalex.org/I4210127817","display_name":"Lundbeck Foundation","ror":"https://ror.org/03hz8wd80","country_code":"DK","type":"other","lineage":["https://openalex.org/I4210127817"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"A. A. Danielsen","raw_affiliation_strings":["Department of Clinical Medicine Aarhus University Aarhus Denmark","Psychosis Research Unit Department for Psychosis Aarhus University Hospital \u2013 Psychiatry Aarhus Denmark","The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark"],"raw_orcid":"https://orcid.org/0000-0002-6585-3616","affiliations":[{"raw_affiliation_string":"Department of Clinical Medicine Aarhus University Aarhus Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Psychosis Research Unit Department for Psychosis Aarhus University Hospital \u2013 Psychiatry Aarhus Denmark","institution_ids":["https://openalex.org/I2802335433"]},{"raw_affiliation_string":"The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark","institution_ids":["https://openalex.org/I4210127817"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026234383","display_name":"Morten Holm Jacobsen Fenger","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"M. H. J. Fenger","raw_affiliation_strings":["Department of Economics and Business Economics, Aarhus University, Aarhus, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics and Business Economics, Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009416808","display_name":"S\u00f8ren Dinesen \u00d8stergaard","orcid":"https://orcid.org/0000-0002-8032-6208","observed_orcids":["https://orcid.org/0000-0002-8032-6208"]},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]},{"id":"https://openalex.org/I2802335433","display_name":"Aarhus University Hospital","ror":"https://ror.org/040r8fr65","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802335433"]},{"id":"https://openalex.org/I4210127817","display_name":"Lundbeck Foundation","ror":"https://ror.org/03hz8wd80","country_code":"DK","type":"other","lineage":["https://openalex.org/I4210127817"]},{"id":"https://openalex.org/I4405269270","display_name":"Aarhus Institute of Advanced Studies","ror":"https://ror.org/03m42ee08","country_code":"DK","type":"facility","lineage":["https://openalex.org/I4405269270"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"S. D. \u00d8stergaard","raw_affiliation_strings":["Aarhus Institute of Advanced Studies Aarhus University Aarhus Denmark","Department of Affective Disorders Aarhus University Hospital \u2013 Psychiatry Aarhus Denmark","Department of Clinical Medicine, Aarhus University, Aarhus, Denmark","The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark"],"raw_orcid":"https://orcid.org/0000-0002-8032-6208","affiliations":[{"raw_affiliation_string":"Aarhus Institute of Advanced Studies Aarhus University Aarhus Denmark","institution_ids":["https://openalex.org/I204337017","https://openalex.org/I4405269270"]},{"raw_affiliation_string":"Department of Affective Disorders Aarhus University Hospital \u2013 Psychiatry Aarhus Denmark","institution_ids":["https://openalex.org/I2802335433"]},{"raw_affiliation_string":"Department of Clinical Medicine, Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark","institution_ids":["https://openalex.org/I4210127817"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018362446","display_name":"Kristoffer Laigaard Nielbo","orcid":"https://orcid.org/0000-0002-5116-5070","observed_orcids":["https://orcid.org/0000-0002-5116-5070"]},"institutions":[{"id":"https://openalex.org/I177969490","display_name":"University of Southern Denmark","ror":"https://ror.org/03yrrjy16","country_code":"DK","type":"education","lineage":["https://openalex.org/I177969490"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"K. L. Nielbo","raw_affiliation_strings":["Department of History, University of Southern Denmark, Odense, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of History, University of Southern Denmark, Odense, Denmark","institution_ids":["https://openalex.org/I177969490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015327943","display_name":"Ole N Mors","orcid":"https://orcid.org/0000-0002-5660-0393","observed_orcids":["https://orcid.org/0000-0002-5660-0393"]},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]},{"id":"https://openalex.org/I2802335433","display_name":"Aarhus University Hospital","ror":"https://ror.org/040r8fr65","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802335433"]},{"id":"https://openalex.org/I4210127817","display_name":"Lundbeck Foundation","ror":"https://ror.org/03hz8wd80","country_code":"DK","type":"other","lineage":["https://openalex.org/I4210127817"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"O. Mors","raw_affiliation_strings":["Department of Clinical Medicine Aarhus University Aarhus Denmark","Psychosis Research Unit Department for Psychosis Aarhus University Hospital \u2013 Psychiatry Aarhus Denmark","The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Medicine Aarhus University Aarhus Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Psychosis Research Unit Department for Psychosis Aarhus University Hospital \u2013 Psychiatry Aarhus Denmark","institution_ids":["https://openalex.org/I2802335433"]},{"raw_affiliation_string":"The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark","institution_ids":["https://openalex.org/I4210127817"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5043115961"],"corresponding_institution_ids":["https://openalex.org/I204337017","https://openalex.org/I2802335433","https://openalex.org/I4210127817"],"apc_list":{"value":3600,"currency":"USD","value_usd":3600},"apc_paid":null,"fwci":3.2415,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.90937111,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"140","issue":"2","first_page":"147","last_page":"157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11678","display_name":"Healthcare Decision-Making and Restraints","score":0.9164999723434448,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11678","display_name":"Healthcare Decision-Making and Restraints","score":0.9164999723434448,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.06939999759197235,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11921","display_name":"Electroconvulsive Therapy Studies","score":0.0035000001080334187,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/mechanical-restraint","display_name":"mechanical restraint","score":0.9980000257492065},{"id":"https://openalex.org/keywords/psychiatric-inpatients","display_name":"psychiatric inpatients","score":0.9409999847412109},{"id":"https://openalex.org/keywords/electronic-health-records","display_name":"electronic health records","score":0.8140000104904175},{"id":"https://openalex.org/keywords/clinical-notes","display_name":"clinical notes","score":0.9810000061988831},{"id":"https://openalex.org/keywords/early-warning-systems","display_name":"early warning systems","score":0.8149999976158142},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.6679999828338623},{"id":"https://openalex.org/keywords/risk-factors","display_name":"risk factors","score":0.35600000619888306},{"id":"https://openalex.org/keywords/hospitalization","display_name":"hospitalization","score":0.41499999165534973}],"concepts":[{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.4985380172729492},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43932002782821655},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3373197317123413}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D000080162","descriptor_name":"Early Warning Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D003718","descriptor_name":"Denmark","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"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":"D007297","descriptor_name":"Inpatients","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012149","descriptor_name":"Restraint, Physical","qualifier_ui":"Q000009","qualifier_name":"adverse effects","is_major_topic":true},{"descriptor_ui":"D012149","descriptor_name":"Restraint, Physical","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012149","descriptor_name":"Restraint, Physical","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016728","descriptor_name":"Self-Injurious Behavior","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1111/acps.13061","doi":"https://doi.org/10.1111/acps.13061","is_oa":true,"landing_page_url":"https://doi.org/10.1111/acps.13061","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/acps.13061","source":{"id":"https://openalex.org/S199498439","display_name":"Acta Psychiatrica Scandinavica","issn_l":"0001-690X","issn":["0001-690X","1600-0447"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","erih-plus","jufo-2","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Acta Psychiatrica Scandinavica","raw_type":"journal-article"},{"id":"pmid:31209866","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31209866","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":"Acta psychiatrica Scandinavica","raw_type":"Journal Article"},{"id":"pmh:oai:pure.atira.dk:publications/9159d1a6-c566-4fa4-892f-fae0c865dd2e","doi":null,"is_oa":false,"landing_page_url":"https://pure.au.dk/portal/en/publications/9159d1a6-c566-4fa4-892f-fae0c865dd2e","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Danielsen, A A, Fenger, M H J, \u00d8stergaard, S D, Nielbo, K L & Mors, O 2019, 'Predicting Mechanical Restraint of Psychiatric Inpatients by Applying Machine Learning on Electronic Health Data', Acta Psychiatrica Scandinavica, vol. 140, no. 2, pp. 147-157. https://doi.org/10.1111/acps.13061","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:sdu.dk:openaire/c7074292-2ad1-4274-97bf-03a436dcd2d1","doi":null,"is_oa":true,"landing_page_url":"https://portal.findresearcher.sdu.dk/da/publications/c7074292-2ad1-4274-97bf-03a436dcd2d1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400423","display_name":"University of Southern Denmark Research Portal (University of Southern Denmark)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I177969490","host_organization_name":"University of Southern Denmark","host_organization_lineage":["https://openalex.org/I177969490"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Danielsen, A A, Fenger, M H J, \u00d8stergaard, S D, Nielbo, K L & Mors, O 2019, 'Predicting mechanical restraint of psychiatric inpatients by applying machine learning on electronic health data', Acta Psychiatrica Scandinavica, vol. 140, no. 2, pp. 147-157. https://doi.org/10.1111/acps.13061","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1111/acps.13061","doi":"https://doi.org/10.1111/acps.13061","is_oa":true,"landing_page_url":"https://doi.org/10.1111/acps.13061","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/acps.13061","source":{"id":"https://openalex.org/S199498439","display_name":"Acta Psychiatrica Scandinavica","issn_l":"0001-690X","issn":["0001-690X","1600-0447"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","erih-plus","jufo-2","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Acta Psychiatrica Scandinavica","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":1.0,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[{"id":"https://openalex.org/G3987400284","display_name":null,"funder_award_id":"R248\u20102017\u20102003","funder_id":"https://openalex.org/F4320321999","funder_display_name":"Lundbeckfonden"},{"id":"https://openalex.org/G4195979114","display_name":null,"funder_award_id":"7016\u201000048","funder_id":"https://openalex.org/F4320327387","funder_display_name":"Danmarks Frie Forskningsfond"}],"funders":[{"id":"https://openalex.org/F4320309928","display_name":"Aarhus Universitet","ror":"https://ror.org/01aj84f44"},{"id":"https://openalex.org/F4320321999","display_name":"Lundbeckfonden","ror":"https://ror.org/03hz8wd80"},{"id":"https://openalex.org/F4320326212","display_name":"Region Midtjylland","ror":"https://ror.org/0247ay475"},{"id":"https://openalex.org/F4320327387","display_name":"Danmarks Frie Forskningsfond","ror":null},{"id":"https://openalex.org/F4320327918","display_name":"H. Lundbeck A/S","ror":"https://ror.org/0564cd633"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2952147341.pdf","grobid_xml":"https://content.openalex.org/works/W2952147341.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1574092","https://openalex.org/W1492828209","https://openalex.org/W1507334267","https://openalex.org/W1970682924","https://openalex.org/W1998875431","https://openalex.org/W1999322872","https://openalex.org/W2009172472","https://openalex.org/W2026146231","https://openalex.org/W2038603870","https://openalex.org/W2053416980","https://openalex.org/W2059645489","https://openalex.org/W2062717552","https://openalex.org/W2073049812","https://openalex.org/W2092636732","https://openalex.org/W2097401631","https://openalex.org/W2097600469","https://openalex.org/W2102420102","https://openalex.org/W2105885769","https://openalex.org/W2120606366","https://openalex.org/W2125055618","https://openalex.org/W2129250339","https://openalex.org/W2148092884","https://openalex.org/W2148386819","https://openalex.org/W2150387760","https://openalex.org/W2150445502","https://openalex.org/W2157825442","https://openalex.org/W2161801641","https://openalex.org/W2162621193","https://openalex.org/W2167414941","https://openalex.org/W2257438637","https://openalex.org/W2509888018","https://openalex.org/W2562251009","https://openalex.org/W2594193790","https://openalex.org/W2725461439","https://openalex.org/W2784285634","https://openalex.org/W2787894218","https://openalex.org/W2789894922","https://openalex.org/W2804266670","https://openalex.org/W2808486778","https://openalex.org/W2892035795","https://openalex.org/W2915720827","https://openalex.org/W2941389250"],"related_works":["https://openalex.org/W4417406529","https://openalex.org/W4404474356","https://openalex.org/W3110647286","https://openalex.org/W4416716300","https://openalex.org/W4400953543","https://openalex.org/W1984393918","https://openalex.org/W4414760659","https://openalex.org/W4417217158","https://openalex.org/W7054560645","https://openalex.org/W4387707334"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Mechanical":[1],"restraint":[2],"(MR)":[3],"is":[4],"used":[5],"to":[6,23,79,88,195],"prevent":[7],"patients":[8,77,116,127],"from":[9,60,64,71,76,86,175],"harming":[10],"themselves":[11],"or":[12],"others":[13],"during":[14],"inpatient":[15],"treatment.":[16],"The":[17,54],"objective":[18],"of":[19,42,51,57,101,114,155,186,199],"this":[20],"study":[21],"was":[22,165],"investigate":[24],"whether":[25],"incident":[26],"MR":[27,148],"occurring":[28],"in":[29,83,122,131],"the":[30,48,65,72,84,102,123,132,141,153,163,168,176,184,197],"first":[31,49],"3":[32,138],"days":[33,139],"following":[34],"admission":[35],"could":[36],"be":[37],"predicted":[38,147],"based":[39],"on":[40,96],"analysis":[41],"electronic":[43,61],"health":[44,62],"data":[45,70,103],"available":[46],"after":[47,140],"hour":[50,136],"admission.":[52,142],"METHODS:":[53],"dataset":[55],"consisted":[56],"clinical":[58,177],"notes":[59],"records":[63],"Central":[66],"Denmark":[67],"Region":[68],"and":[69,104,137],"Danish":[73],"Health":[74],"Registers":[75],"admitted":[78],"a":[80,97],"psychiatric":[81],"department":[82],"period":[85,133],"2011":[87],"2015.":[89],"Supervised":[90],"machine":[91],"learning":[92],"algorithms":[93],"were":[94,120,128,173],"trained":[95],"randomly":[98],"selected":[99],"subset":[100],"validated":[105],"using":[106],"an":[107,150,187],"independent":[108],"test":[109],"dataset.":[110],"RESULTS:":[111],"A":[112,143],"total":[113],"5050":[115],"with":[117,149],"8869":[118],"admissions":[119],"included":[121],"study.":[124],"One":[125],"hundred":[126],"mechanically":[129],"restrained":[130],"between":[134],"one":[135],"Random":[144],"Forest":[145],"algorithm":[146],"area":[151],"under":[152],"curve":[154],"0.87":[156],"(95%":[157],"CI":[158],"0.79-0.93).":[159],"At":[160],"94%":[161],"specificity,":[162],"sensitivity":[164],"56%.":[166],"Among":[167],"ten":[169],"strongest":[170],"predictors,":[171],"nine":[172],"derived":[174],"notes.":[178],"CONCLUSIONS:":[179],"These":[180],"findings":[181],"open":[182],"for":[183],"development":[185],"early":[188],"warning":[189],"system":[190],"that":[191],"may":[192],"guide":[193],"interventions":[194],"reduce":[196],"use":[198],"MR.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2019-06-27T00:00:00"}
