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Future research should address the problems outlined above by developing ToM tasks that are difficult enough to produce sufficient variance and by examining larger samples.
We show in the results chapter that assuming a Gamma distribution leads to a sufficient variance stabilization in our case and in contrast to Lappi (1997) and Mehtätalo (2004, 2005) we did not model the residual variance explicitly.
The disparity between their results and the body of work we presented here and previously (see [2], [3] for reviews) may be explained by the lack of sufficient variance in ovariole number in their study.
Thus, to obtain sufficient variance of exposure concentrations researchers often recruit individuals from different geographic areas.
DF1 and DF2 also encompass sufficient variance to allow for the visual separation of species.
In this type of analysis, only variables with sufficient variance across organizations are included.
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Generally, internal-consistency reliability is increased and sufficient variances obtained when more than four response options are used (Masters, 1974; Comrey, 1988).
Applying principal component analysis reduces the data complexity while preserving sufficient data variance.
Thus, we conclude that there is sufficient unique variance within each individual participant to reliably distinguish these signals in the present data.
Factor analysis can reduce the dimensionality of the data by aggregating them to fewer comprehensive factors, reduce the possibility of multicollinearity existing in the variables, and at the same time maintain sufficient data variance with more comprehensive factors (Harman 1976; Chatfield and Collins 1980; Hair et al. 1998).
According to convention [ 22], a minimum level of 0.5 was used for the KMO test to indicate sufficient common variance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com