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In our illustrative analysis, we applied MICE to the student background data in the TIMSS 2007 datafile for Tunisia.
Groups are usually defined by some combination of factors such as gender, race/ethnicity, location, etc. See also von Davier et al. (2009) for a comparison of the estimates when using or not using the background data in the imputation-based approach.
On the other hand, if the imputation model is a latent regression model that contains all cognitive response data and an extensive collection of background data in the form of a contrast-coded set of predictors, as is the case in LSAS, then the family of secondary analysis models that are congenial with the imputation model will be very large.
All background data in the patients with RA were analyzed using Student's t-test.
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We ran the peak-callers in three ways, i) without experimental background data in which case the statistical modelling was engaged, ii) with experimental background and iii) with normalized data without any additional background.
At the beginning of the study, participants completed a baseline inventory containing the KSQ and other health- and background data in order to characterize the participants.
Most of the background data in Table 1 have been reported in another publication from our group [27], but there are no overlaps in the results.
The background data in Table 1 are from this data collection which was completed within one week before or after the interviews.
The CC method includes too much background data in clusters.
No significant differences between the Bis and Bis + statin groups were observed in the background data or in the baseline data on serum bone markers and BMD (Tables 1 and 2).
A re-evaluation of the background data used in the calculations of the guideline value would by itself lower the value.
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