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Keywords: repeated measures, ordinal regression
The balance of subjects were observed for two different surfaces and for restricted and unrestricted vision. Balance was assessed qualitatively on an ordinal 4-point scale based on observation by the experimenter. Subjects were expected to be better balanced (show less sway) when standing on the normal surface than on foam, and when their eyes were open rather than closed or when their vision was restricted by a dome.
Equal numbers of male and female subjects were chosen. For both males and females, ten older (more than 24 years old) and ten younger subjects were selected.
The data is available in two formats. The is in univariate or "strung out form" which is suitable for entry to Minitab or S-Plus and to most mixed model programs. The second is in repeated measures format which is suitable for SPSS and for most special purpose repeated measures programs.
Univariate format:
Variable | Description | ||
Subject | 1 to 40 | ||
Sex | male or female | ||
Age | Age of subject in years | ||
Height | Height in cm | ||
Weight | Weight in kg | ||
Surface | normal or foam | ||
Vision | eyes open, eyes closed, or closed dome | ||
CTSIB | Qualitive measure of balance, 1 (stable) - 4 (unstable) | ||
Repeated measures format:
Variable | Description | ||
Subject | 1 to 40 | ||
Sex | male or female | ||
Age | Age of subject in years | ||
Height | Height in cm | ||
Weight | Weight in kg | ||
NO1 | Balance measure on normal surface with eyes open, first replicate | ||
NO2 | as above, second replicate | ||
NC1 | Balance measure on normal surface with eyes closed, first replicate | ||
NC2 | as above, second replicate | ||
ND1 | Balance measure on normal surface with dome, first replicate | ||
ND2 | as above, second replicate | ||
FO1 | Balance measure on foam surface with eyes open, first replicate | ||
FO2 | as above, second replicate | ||
FC1 | Balance measure on foam surface with eyes closed, first replicate | ||
FC2 | as above, second replicate | ||
FD1 | Balance measure on foam surface with dome, first replicate | ||
FD2 | as above, second replicate | ||
Steele, R. (1998). Honours Thesis, Department of Physiotherapy, University of Queensland. |
The data is best analysed using ordinal methods, but normal analysis of variance gives a good approximation. We see strong effects for Surface and Vision, and an interesting interaction between Sex and Vision. If ordinal regression is used, the two 4's in the response will need to be recoded to 3's.
> aov.ctsib <- aov(CTSIB~Sex*Surface*Vision+Age+Height+Weight+Error(factor(Subject))) > summary(aov.ctsib) Error: factor(Subject) Df Sum of Sq Mean Sq F Value Pr(F) Sex 1 4.21875 4.218750 5.023902 0.0314418 Age 1 0.01731 0.017312 0.020616 0.8866523 Height 1 1.43036 1.430357 1.703342 0.2003669 Weight 1 3.69075 3.690748 4.395130 0.0433382 Residuals 35 29.39075 0.839736 Error: Within Df Sum of Sq Mean Sq F Value Pr(F) Surface 1 58.10208 58.10208 479.5757 0.0000000 Vision 2 36.83750 18.41875 152.0287 0.0000000 Sex:Surface 1 0.01875 0.01875 0.1548 0.6942197 Sex:Vision 2 1.21250 0.60625 5.0040 0.0071071 Surface:Vision 2 0.20417 0.10208 0.8426 0.4313002 Sex:Surface:Vision 2 0.61250 0.30625 2.5278 0.0810208 Residuals 430 52.09583 0.12115
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