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[In Press] Cross-clause planning in Nungon (Papua New Guinea) : eye-tracking evidence
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The use of predictive fall models for older adults receiving aged care, using routinely collected electronic health record data : a systematic review
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Seaman, Karla; Ludlow, Kristiana; Wabe, Nasir; Dodds, Laura; Siette, Joyce (R20622); Nguyen, Amy D.; Jorgensen, Mikaela; Lord, Stephen R.; Close, Jacqueline C.; O’Toole, Libby; Lin, Caroline; Eymael, Annaliese; Westbrook, Johanna I.. - : U.K., BioMed Central, 2022
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Abstract:
Background: Falls in older adults remain a pressing health concern. With advancements in data analytics and increasing uptake of electronic health records, developing comprehensive predictive models for fall risk is now possible. We aimed to systematically identify studies involving the development and implementation of predictive falls models which used routinely collected electronic health record data in home-based, community and residential aged care settings. Methods: A systematic search of entries in Cochrane Library, CINAHL, MEDLINE, Scopus, and Web of Science was conducted in July 2020 using search terms relevant to aged care, prediction, and falls. Selection criteria included English-language studies, published in peer-reviewed journals, had an outcome of falls, and involved fall risk modelling using routinely collected electronic health record data. Screening, data extraction and quality appraisal using the Critical Appraisal Skills Program for Clinical Prediction Rule Studies were conducted. Study content was synthesised and reported narratively. Results: From 7,329 unique entries, four relevant studies were identified. All predictive models were built using different statistical techniques. Predictors across seven categories were used: demographics, assessments of care, fall history, medication use, health conditions, physical abilities, and environmental factors. Only one of the four studies had been validated externally. Three studies reported on the performance of the models. Conclusions: Adopting predictive modelling in aged care services for adverse events, such as falls, is in its infancy. The increased availability of electronic health record data and the potential of predictive modelling to document fall risk and inform appropriate interventions is making use of such models achievable. Having a dynamic prediction model that reflects the changing status of an aged care client is key to this moving forward for fall prevention interventions.
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Keyword:
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URL: https://hdl.handle.net/1959.7/uws:63233 https://doi.org/10.1186/s12877-022-02901-2
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Music perception abilities and ambiguous word learning : is there cross-domain transfer in nonmusicians?
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Drift in a popular metal oxide sensor dataset reveals limitations for gas classification benchmarks
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Physical activity interventions among culturally and linguistically diverse populations : a systematic review
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Oral cancer risk behaviours of Indian immigrants in Australia : a qualitative study
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Early critical thinking in a Mandarin-speaking child : an exploratory case study
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No evidence for language benefits in infant relational learning
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Hearing loss prevalence and years lived with disability, 1990–2019 : findings from the Global Burden of Disease Study 2019
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Instructing Malaysian children with HFASD in English as a second language
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Enhanced forensic speaker verification performance using the ICA-EBM algorithm under noisy and reverberant environments
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Japanese perceptual epenthesis is modulated by transitional probability
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Babies detect when the timing is right : evidence from event-related potentials to a contingent mother-infant conversation
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Perceptual assimilation of regionally accented Mandarin lexical tones by native Beijing Mandarin listeners
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Vocal interaction during rhythmic joint action stabilizes interpersonal coordination and individual movement timing
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Constructing Hungarian 'good-will ambassadors' : the collaborative soft power efforts of Hungary's Balassi Institute and the Hungarian community in Australia
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[In Press] The Italian Roots in Australian Soil (IRIAS) multilingual speech corpus : speech variation in two generations of Italo-Australians
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Lexical and morphological development : a case study of Malay English bilingual first language acquisition
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Clinical practices of speech-language pathologists working with 12- to 16-year olds in Australia
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