Interaction Identification of Risk Factors for Falls in Older Adults Using Decision-tree Analysis

2020 ◽  
Vol 59 (4) ◽  
pp. 369-380
Author(s):  
Chun-jong Kim
2020 ◽  
Vol 35 (6) ◽  
pp. 1813-1820 ◽  
Author(s):  
Elizabeth Abbs ◽  
Rebecca Brown ◽  
David Guzman ◽  
Lauren Kaplan ◽  
Margot Kushel

2019 ◽  
Vol 3 (Supplement_1) ◽  
pp. S941-S941
Author(s):  
Ji Yeon Lee ◽  
Kwang Joon Kim ◽  
Chang Oh Kim

Abstract Because the number of older adults discharged home is increasing, a comprehensive geriatric assessment (CGA) becomes a helpful tool to make a decision about discharge destination. This study aimed to examine the predictors related with discharge destination using the component of CGA. We used decision tree analysis with the Classification and Regression Trees algorithm. Study participants were older adults over 65 years old who were admitted to geriatric department at a university-affiliated hospital in Korea. The older adults were assessed by multi-professional team at the initial stage of their hospitalization and received blood tests and the CGA. A total of 184 patients was included. The mean age was 84.6 years old and 61.6% were female. The analysis revealed arm circumference and level of frailty were significant predictors of home discharge. Specifically, 90.1% of patients had discharged home if their upper arm circumference was more than 18.3 centimeters, and 36.4% was discharged home if it was less than 18.3 centimeters. Among older adults with the arm circumference more than 18.3 centimeters, 57% of robust older adults and 91.7% of prefrail or frail older adults were discharged home. These robust older adults had relatively better daily living ability, and discharged to other facilities rather than home for rehabilitation. As many frail older adults are discharging to their own home, clinicians need to pay more attention to them. Also it is encouraged to perform the CGA, which includes nutritional assessment in it, for inpatient older adults.


2010 ◽  
Vol 46 (4) ◽  
pp. 492-510 ◽  
Author(s):  
Megan E. Piper ◽  
Wei-Yin Loh ◽  
Stevens S. Smith ◽  
Sandra J. Japuntich ◽  
Timothy B. Baker

2012 ◽  
Vol 8 (6) ◽  
pp. 685-698 ◽  
Author(s):  
Mackenzie L Hoops ◽  
Noah J Rosenblatt ◽  
Christopher P Hurt ◽  
Jeremy Crenshaw ◽  
Mark D Grabiner

2021 ◽  
Vol 5 (Supplement_1) ◽  
pp. 447-448
Author(s):  
Safiyyah Okoye ◽  
Chanee Fabius ◽  
Jennifer Wolff

Abstract Persons living with dementia (PLWD) have up to twice the risk for falling and three-times the risk of serious fall-related injuries as those without dementia. Falls are a leading cause of hospitalizations among PLWD, who are more likely to incur high costs and experience negative health consequences (e.g, delirium, in-hospital falls) than persons without dementia. Few studies have examined risk factors for falls comparing Americans with and without dementia. We used data from the 2015 and 2016 rounds of the National Health and Aging Trends Study (n=5,581) to prospectively identify risk factors for a single fall and recurrent (2+) falls over a 12-month period among community-living older adults ≥65 years with and without dementia in a series of bivariate logistic regressions. Overall, we identified fewer predictors of single or recurrent falls among PLWD compared to persons without dementia. For example, socioeconomic indicators (e.g., income, financial hardship) predicted recurrent falls in persons without dementia, but not in PLWD. Among PLWD, falling in the previous year was associated with both single (odds ratio (OR): 3.38, 95% confidence interval (CI): 1.77, 6.49) and recurrent falls (OR: 6.19, 95% CI: 3.50, 10.93). PLWD who experienced recurrent falls were also more likely to be identified as having a fear of falling (OR: 2.17, 95% CI: 1.33, 3.54), physical function impairments, depression symptoms (OR: 2.23, 95% CI: 1.34, 3.71), and anxiety symptoms (OR: 1.73, 95% CI: 1.14, 2.62). Further study of fall-risk factors could inform screening, caregiver education and support, and prevention strategies for PLWD.


BMJ Open ◽  
2016 ◽  
Vol 6 (12) ◽  
pp. e013995 ◽  
Author(s):  
Marcia R Franco ◽  
Catherine Sherrington ◽  
Anne Tiedemann ◽  
Leani S Pereira ◽  
Monica R Perracini ◽  
...  

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