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Second, by virtue of its probabilistic nature, uncertain observations can be incorporated, missing data can be managed, and flexible queries to probe and explain predictions can be entertained [ 20, 21].
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The propensity score is useful to identify heterogeneity and also incorporates missing data into the analysis in a fashion different from the multiple imputations used with the primary Cox method.
However, these methods are limited primarily by their lack of ability to incorporate missing data.
Since the mixed regression model has the ability to incorporate missing data, the six drop-outs were included in the analysis.
Further work is required to explicitly incorporate missing data, as this is likely to have a strong influence on the estimates of both the generation time and the reproductive number.
Inevitably, there will be missing data and errors in data entry; however, this is expected to be a small proportion of the population and we will exclude extreme values and incorporate missing data as a category in the analysis.
This could then be incorporated into other data.
While these two examples indicate that risk factors and prediction can be incorporated into mammography services, issues of missing data and real time estimation of risk have yet to be addressed, and the impact of risk presentation on clinical decision making and outcomes of care has not been evaluated.
The survey from June 2007 will be incorporated in the February data.
Missing values were handled using the full information method described in [17], which allows all available data to be incorporated in the estimation process while taking no active steps toward estimating missing values.
Where applicable, the missing indicator method was used [ 18], so that patients with a missing baseline value could be incorporated.
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