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Overall, we found that novel words prolonged the duration of each sampling event but did not affect sampling allocation (which objects children looked at) or sampling organization (how children transitioned from one object to the next).
While this sampling allocation method may decrease the accuracy of estimates on the global level, it will increase our estimates for specific domains particularly the early years when number of trials was scarce.
While the numerical trade-off between these two types of information, conditional on a restricted budget, may be resolved in future research, the final decision of which sampling allocation to prefer is an issue beyond mathematical procedures.
Pregnant women at risk of PPD (evaluated by validated interview) and their partners were randomly assigned to a control group (CG) or an experimental group (EG) by a random sampling allocation sequence.
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Figure 6 illustrates the sampling method, sample allocation and sample distribution for two hypothetical strata.
Using the global MODIS burned area product to establish a hypothetical population of reference data, we show that a sampling scheme based on the proposed stratification with equal sample allocation among strata is effective in reducing the standard errors of accuracy and area estimators compared to simple random sampling.
Sample allocation was done by simple randomization.
The table of sample allocation is shown in Table 1.
Figure 6 Proposed sampling method, sample allocation and sample distribution for two hypothetical strata.
An Excel sample allocation calculator implements the optimization and two examples illustrate the application.
Thus, the sample allocation is not as important as choosing a good combination strategy".
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com