{"id":"https://openalex.org/W4394739234","doi":"https://doi.org/10.1093/jamia/ocae058","title":"Development and internal validation of a dynamic fall risk prediction and monitoring tool in aged care using routinely collected electronic health data: a landmarking approach","display_name":"Development and internal validation of a dynamic fall risk prediction and monitoring tool in aged care using routinely collected electronic health data: a landmarking approach","publication_year":2024,"publication_date":"2024-03-26","ids":{"openalex":"https://openalex.org/W4394739234","doi":"https://doi.org/10.1093/jamia/ocae058","pmid":"https://pubmed.ncbi.nlm.nih.gov/38531675"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocae058","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocae058","pdf_url":"https://academic.oup.com/jamia/article-pdf/31/5/1113/57286265/ocae058.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/jamia/article-pdf/31/5/1113/57286265/ocae058.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053493333","display_name":"Nasir Wabe","orcid":"https://orcid.org/0000-0002-9740-6319"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nasir Wabe","raw_affiliation_strings":["Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078229063","display_name":"Isabelle Meulenbroeks","orcid":"https://orcid.org/0000-0002-9083-7845"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Isabelle Meulenbroeks","raw_affiliation_strings":["Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028328424","display_name":"Guogui Huang","orcid":"https://orcid.org/0000-0001-5772-0584"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Guogui Huang","raw_affiliation_strings":["Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031729874","display_name":"S. Sandun M. Silva","orcid":"https://orcid.org/0000-0003-4672-981X"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sandun Malpriya Silva","raw_affiliation_strings":["Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029055854","display_name":"Len Gray","orcid":"https://orcid.org/0000-0003-2141-0802"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Leonard C Gray","raw_affiliation_strings":["Centre for Health Service Research, Faculty of Medicine, The University of Queensland , Brisbane, QLD 4072, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Service Research, Faculty of Medicine, The University of Queensland , Brisbane, QLD 4072, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012765015","display_name":"Jacqueline Close","orcid":"https://orcid.org/0000-0003-2908-9507"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I83657090","display_name":"Neuroscience Research Australia","ror":"https://ror.org/01g7s6g79","country_code":"AU","type":"facility","lineage":["https://openalex.org/I83657090"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jacqueline C T Close","raw_affiliation_strings":["Neuroscience Research Australia, University of New South Wales , Sydney, NSW 2052, Australia","School of Clinical Medicine, University of New South Wales , Sydney, NSW 2052, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuroscience Research Australia, University of New South Wales , Sydney, NSW 2052, Australia","institution_ids":["https://openalex.org/I83657090","https://openalex.org/I31746571"]},{"raw_affiliation_string":"School of Clinical Medicine, University of New South Wales , Sydney, NSW 2052, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013257135","display_name":"Stephen R. Lord","orcid":"https://orcid.org/0000-0002-7111-8802"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I83657090","display_name":"Neuroscience Research Australia","ror":"https://ror.org/01g7s6g79","country_code":"AU","type":"facility","lineage":["https://openalex.org/I83657090"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephen Lord","raw_affiliation_strings":["Neuroscience Research Australia, University of New South Wales , Sydney, NSW 2052, Australia","School of Population Health, University of New South Wales , Sydney, NSW 2052, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuroscience Research Australia, University of New South Wales , Sydney, NSW 2052, Australia","institution_ids":["https://openalex.org/I83657090","https://openalex.org/I31746571"]},{"raw_affiliation_string":"School of Population Health, University of New South Wales , Sydney, NSW 2052, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045744680","display_name":"Johanna Westbrook","orcid":"https://orcid.org/0000-0003-1083-8192"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Johanna I Westbrook","raw_affiliation_strings":["Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1083-8192","affiliations":[{"raw_affiliation_string":"Centre for Health Systems and Safety Research, Australian Institute of Health Innovation, Macquarie University , North Ryde, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5078229063"],"corresponding_institution_ids":["https://openalex.org/I99043593"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":{"value":3967,"currency":"USD","value_usd":3967},"fwci":9.5415,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.98150455,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"31","issue":"5","first_page":"1113","last_page":"1125"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.8985999822616577,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.8985999822616577,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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":0.02590000070631504,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.012600000016391277,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.7880291938781738},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5815539956092834},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5798326134681702},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.569186270236969},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.5670838952064514},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.4499340355396271},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4277368187904358},{"id":"https://openalex.org/keywords/cohort-study","display_name":"Cohort study","score":0.4205091893672943},{"id":"https://openalex.org/keywords/gerontology","display_name":"Gerontology","score":0.4132007956504822},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3369112014770508},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.2678194046020508},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2072487473487854},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.13289940357208252},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11610224843025208}],"concepts":[{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.7880291938781738},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5815539956092834},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5798326134681702},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.569186270236969},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.5670838952064514},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.4499340355396271},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4277368187904358},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.4205091893672943},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.4132007956504822},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3369112014770508},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2678194046020508},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2072487473487854},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.13289940357208252},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11610224843025208},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004581","descriptor_name":"Electronics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004581","descriptor_name":"Electronics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004581","descriptor_name":"Electronics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004581","descriptor_name":"Electronics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004581","descriptor_name":"Electronics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006707","descriptor_name":"Homes for the Aged","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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocae058","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocae058","pdf_url":"https://academic.oup.com/jamia/article-pdf/31/5/1113/57286265/ocae058.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:38531675","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38531675","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":"Journal of the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11031240","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11031240","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11031240/pdf/ocae058.pdf","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":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocae058","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocae058","pdf_url":"https://academic.oup.com/jamia/article-pdf/31/5/1113/57286265/ocae058.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334705","display_name":"National Health and Medical Research Council","ror":"https://ror.org/011kf5r70"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394739234.pdf"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W105070736","https://openalex.org/W1892594534","https://openalex.org/W1964778524","https://openalex.org/W1985299015","https://openalex.org/W2008854521","https://openalex.org/W2014852420","https://openalex.org/W2019694480","https://openalex.org/W2041213259","https://openalex.org/W2073341716","https://openalex.org/W2079518354","https://openalex.org/W2084252616","https://openalex.org/W2089357521","https://openalex.org/W2093307231","https://openalex.org/W2099684858","https://openalex.org/W2101076802","https://openalex.org/W2113314764","https://openalex.org/W2119980954","https://openalex.org/W2123664981","https://openalex.org/W2134120891","https://openalex.org/W2134394834","https://openalex.org/W2136036817","https://openalex.org/W2136073265","https://openalex.org/W2145547078","https://openalex.org/W2145997692","https://openalex.org/W2149992345","https://openalex.org/W2150797526","https://openalex.org/W2158981397","https://openalex.org/W2159754119","https://openalex.org/W2255879123","https://openalex.org/W2345432972","https://openalex.org/W2388052703","https://openalex.org/W2407438980","https://openalex.org/W2535502899","https://openalex.org/W2564086294","https://openalex.org/W2740746817","https://openalex.org/W2753965207","https://openalex.org/W2766476110","https://openalex.org/W2770146316","https://openalex.org/W2790288990","https://openalex.org/W2790467552","https://openalex.org/W2804907753","https://openalex.org/W2884707242","https://openalex.org/W2893234841","https://openalex.org/W2898559532","https://openalex.org/W2901689923","https://openalex.org/W2906042359","https://openalex.org/W2906893778","https://openalex.org/W2922720085","https://openalex.org/W2989173305","https://openalex.org/W2995598981","https://openalex.org/W3010369769","https://openalex.org/W3043953278","https://openalex.org/W3095522412","https://openalex.org/W3138321717","https://openalex.org/W3144378421","https://openalex.org/W3167345803","https://openalex.org/W3189959558","https://openalex.org/W3195834776","https://openalex.org/W3196914038","https://openalex.org/W4220705920","https://openalex.org/W4280513275","https://openalex.org/W4298086991","https://openalex.org/W4301341292","https://openalex.org/W6604191488","https://openalex.org/W6675048705","https://openalex.org/W6756008790"],"related_works":["https://openalex.org/W4385649027","https://openalex.org/W2409059799","https://openalex.org/W364817481","https://openalex.org/W1972242255","https://openalex.org/W2890927416","https://openalex.org/W2775021631","https://openalex.org/W2128765271","https://openalex.org/W2966412519","https://openalex.org/W2028416698","https://openalex.org/W3036922967"],"abstract_inverted_index":{"OBJECTIVES:":[0],"Falls":[1,145],"pose":[2],"a":[3,71,107,120],"significant":[4],"challenge":[5],"in":[6,61,138,142,154,196,237],"residential":[7],"aged":[8],"care":[9],"facilities":[10],"(RACFs).":[11],"Existing":[12],"falls":[13,137,153],"prediction":[14,35,97,103,222],"tools":[15,242],"perform":[16],"poorly":[17],"and":[18,29,37,45,76,119,140,162,181,194,211,224],"fail":[19],"to":[20,27,124,177,184,207,213,255],"capture":[21],"evolving":[22],"risk":[23,34,202,221,236],"factors.":[24],"We":[25,86,99],"aimed":[26],"develop":[28],"internally":[30],"validate":[31],"dynamic":[32,102],"fall":[33,235],"models":[36,223],"create":[38,125],"point-based":[39,126],"scoring":[40,127,225],"systems":[41,226],"for":[42,74,89,104,116,179,186,209,215,231],"residents":[43,88],"with":[44,70,95],"without":[46],"dementia.":[47],"MATERIALS":[48],"AND":[49],"METHODS:":[50],"A":[51],"longitudinal":[52],"cohort":[53],"study":[54,65],"using":[55,92],"electronic":[56,244],"data":[57],"from":[58,175,182,205],"27":[59],"RACFs":[60],"Sydney,":[62],"Australia.":[63],"The":[64,78,130,170,199],"included":[66],"5492":[67],"permanent":[68],"residents,":[69],"70%-30%":[72],"split":[73],"training":[75],"validation.":[77],"outcome":[79],"measure":[80],"was":[81,147],"the":[82,148,249],"incidence":[83],"of":[84,136,151,234,251],"falls.":[85,257],"tracked":[87],"60":[90],"months,":[91],"monthly":[93],"landmarks":[94,173],"1-month":[96],"windows.":[98],"employed":[100],"landmarking":[101],"model":[105,117,131],"development,":[106],"time-dependent":[108],"area":[109],"under":[110],"receiver":[111],"operating":[112],"characteristics":[113],"curve":[114],"(AUROCC)":[115],"evaluations,":[118],"regression":[121],"coefficient":[122],"approach":[123],"systems.":[128],"RESULTS:":[129],"identified":[132],"15":[133],"independent":[134],"predictors":[135],"dementia":[139,156,180,210],"12":[141],"nondementia":[143,163,187,216],"cohorts.":[144,198,217],"history":[146],"key":[149],"predictor":[150],"subsequent":[152],"both":[155,197],"(HR":[157,165],"4.75,":[158],"95%":[159,167],"CI,":[160,168],"4.45-5.06)":[161],"cohorts":[164,188],"4.20,":[166],"3.87-4.57).":[169],"AUROCC":[171],"across":[172],"ranged":[174,204],"0.67":[176],"0.87":[178],"0.66":[183],"0.86":[185],"but":[189],"generally":[190],"remained":[191],"between":[192],"0.75":[193],"0.85":[195],"total":[200],"point":[201],"score":[203],"-2":[206],"57":[208],"0":[212],"52":[214],"DISCUSSION:":[218],"Our":[219],"novel":[220],"provide":[227],"timely":[228],"person-centered":[229],"information":[230],"continuous":[232],"monitoring":[233],"RACFs.":[238],"CONCLUSION:":[239],"Embedding":[240],"these":[241],"within":[243],"health":[245],"records":[246],"could":[247],"facilitate":[248],"implementation":[250],"targeted":[252],"proactive":[253],"interventions":[254],"prevent":[256]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-02T08:42:23.175194","created_date":"2025-10-10T00:00:00"}