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However, in this context imputation of values from at least 50% of subscale items is acceptable, since the subscale items were highly correlated with each other (as should be expected for items on a common subscale).
Measured values reported by the laboratory that were below the limit of detection (LOD) were used in the analyses; no imputation of values below the LOD was done (Longnecker et al. 2002).
Data analysis will take the form of a complete case analysis, although imputation of values may be considered for the primary outcome variable alone should this be missing to a sufficient extent.
The collection of the same data items at multiple data points should facilitate imputation of values for data points missed by individual participants and minimise the impact of lower participation, however, this will remain a limitation for measures analysed cross-sectionally.
Similar(56)
It's the imputation of value, almost like a 'blessing'".
These improvements have been observed also on the imputation of extreme values, the most difficult predictable values.
We consider this finding to be related to the relatively high number of missing CrCL values and the crude method for imputation of such values.
The imputation of these values has been realized through the mean/mode of known values (for a quantitative/qualitative attribute) or nearest neighbors.
Table 6 shows how different classifiers perform with our in-house imputation of missing values (Section 2.4) versus the built-in imputation strategy of missing values for the classifiers marked in Table 1.
Missing values, which were limited, were treated as such with no substitution or imputation of estimated values.
Effects will be shown of imputing missing information on the composition and performance of prognostic models, distinguishing imputation of missing values in baseline characteristics and outcome data.
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