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A journal article from the American Association on Intellectual and Developmental Disabilities Presented by Dave Bertleff Youngstown State University
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Goal: To identify risk factors for falling in adults with intellectual disabilities. Method: Use multinomial logistic regression to compare relationships between a non-metric dependent variable and metric or dichotomous independent variables. Will compare groups through a combination of binary logistic regressions.
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The scale used to assess risk of fall in elderly persons with intellectual disabilities for this study and several others is called the Tinetti Instrument: Balance test – 9 items (max score 16) Gait test – 7 items (max score 12)
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25 was determined as cutoff point Below = “Fallers” Above = “Nonfallers”
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Data was then gathered from medical records regarding IQ, complicated conditions, and medications of the participants Univariate analysis to determine ability to predict risk of fall Then, variables with sig. levels <.05 entered into multivariate analysis
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ParameterOdds Ratio95% CIX2X2 Gender (male)0.85 0.41-1.750.20 Age ≥ 50 years2.46 1.17-5.155.8* Epilepsy4.64 2.15-10.0216.42** Paretic conditions22.82 8.13-64.0949.40** Antipsychotics0.95 0.45-2.000.02 Anticonvulsants4.19 1.93-9.0714.03** After adjustment for the presence of epilepsy1.72 0.48-6.170.69 Benzodiazepines2.03 0.91-4.523.02 Antidepressants0.40 0.05-3.470.18 Level of intellectual disability: severe, or profound (IQ ≤ 34)1.87 0.59-5.941.14
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Stratification of the participants based on presence or absence of epilepsy eliminated impact of anticonvulsants on the risk of fall Variables to be used in multivariate analysis: Age Epilepsy Paretic conditions
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Multinomial Logistic Regression used with Faller/Nonfaller as the dependent variable In SPSS, the “Factors” box is where the dichotomous variables, epilepsy and paretic conditions, are placed The “Covariates” box is where the metric variable age is placed Running the regression gave the following results…
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ParameterOdds Ratio95% CIX2X2 Age1.061.01-1.116.02* Epilepsy6.552.33-18.3812.74** Paretic Condition 30.989.21-104.1630.80** * p<.05 **p<.001
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All three are independent risk factors for falls in adults with intellectual disabilities Data shows risk of fall increases by 1.06 n times over n years. (n=12 >> 2 times) Presence of paretic conditions was most evident risk factor
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American Association on Intellectual and Developmental Disabilities G. Rodriguez, Multinomial Response Models, Chapter 6
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