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Removal of the data from the townships influenced by the township factor markedly improved the fit of the data and the explanatory power of the model.
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The combination of the outputs of the analytical methods applied here provided a deeper insight into the structure of the data and the relationships between explanatory variables and the outcome of interest.
Household in-depth interviews were conducted to gather additional and detailed data concerning the explanatory model for mental distress in Zambia.
For this analysis we excluded patients with missing outcome data (modified Rankin score at discharge) and with missing data in the explanatory variables used in regression models (mainly missing National Institutes of Health stroke scale).
In Table 2, "SCORE", "ATC", and "Gene ID" in pinpoint data are the explanatory variables.
The significance of following this case study research design is it may offer a robust framework for data collection and increase the explanatory power, and generalisability of the data collection process (Yin 2013).
These include interfaces or software using methods such as time series analysis and indicator-based models employing real world data for the explanatory variables.
For SINDVI the explanatory variables were taken for the entire growing season while in the modelling of the timing and level of maximum we only used the data from the explanatory variables during the green-up period.
Some of the data for the explanatory variables was based on past national surveys and have not been updated.
Moreover, as more experimental data accumulated, the explanatory power of the hypothesis made it increasingly plausible.
Missing data in the explanatory variables were included in the models as dummies.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com