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The topic becomes even more complex for cross-country comparisons, as many key variables tend to vary strongly across countries, influenced by cultural and institutional differences.
Stiglitz and others note the lack of black progress on many key variables: income, poverty, wealth, employment.
Various models have been utilised to estimate the progress of the first wave of the pandemic but these have had to depend on imprecise assumptions as many key variables are unknown [5].
Studies have been criticised for their methodological flaws, their descriptive focus and their reliance on statistical correlations that fail to account for many key variables [ 163- 165].
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The main limitation of the model highlighted by our analysis was that many of the key variables in the model had significant interactions with centre, suggesting that they are subject to the constant risk fallacy.
These databases also contain data on many of the key variables known to be associated with risk of type 2 diabetes, such as age, sex, ethnicity, 28 48 49 smoking, 16 24 50 body mass index, 16 17 28 48 family history of diabetes, 16 17 28 48 49 treated hypertension, 16 17 current use of corticosteroids, 16 and social deprivation.
The number of key terms has to be enough to unambiguously define the meaning of the variable but not more in order to avoid missing variables due to superfluous mismatches (a variable with many key terms will be harder to search for in the datasets; see below for details).
However, the situation encountered in this case study is typical of many industries, where only certain key variables are recorded, and being able to use the limited data available is a realistic test of the method.
Rather than drawing the PUMF data from the suppressed population file, it may be better to remove the records with suppression on many quasi-identifiers or where key variables are suppressed, and then draw the PUMF files from this new population.
You will hear the key variables that so many have mimicked — a love of the dramatic line and a generous variety of vocal strategies (strobing vibrato, whispering, shrieking, flinty high notes that enter an octave above your expectation).
Key variables, such as how many people are infected by each ill person, remain little more than guesses.
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