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At the outset of the analysis, we carry out reliability and dimensionality check with Cronbach's alpha and exploratory factor analysis.
We decided at the outset of the analysis to examine each of the three target grades separately, given the different developmental stage of each grade, the different rewards offered and the different outcomes of interest.
Charles Clarke, the UK's Education Secretary at the outset of the analysis timeframe, romantically envisions the apparent potential for reuse as follows: [T]he same piece of information can be easily adapted to a number of uses.
At the outset of the analysis, whether to count the free-text data by number of comments or by number of respondents was discussed.
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The transcripts were then systematically coded by the interviewer; with a second study member independently coding a randomly selected sample (10% of the transcripts) at the outset and midpoint of the analysis.
From the outset of our analysis we can see that there are differences in the distribution of intensity across centers that cannot be removed by normalization procedures.
At the outset of data analysis, there were no pre-defined codes.
Furthermore, from the outset, the analysis of outcomes in all other subgroups besides the ER+/PgR+ (n = 3,809) patients was weakened by the low numbers of patients in these groups (e.g., ER+/PgR−, n = 636) [ 42].
Only women without baseline joint symptoms at the outset of the trail were included in the analysis; thus, the study does not evaluate risk factors associated with worsening joint symptoms in patients with baseline arthralgia [ 58].
The surgeon must then triangulate the position of that perforator on the patient at the outset of the procedure, without any depth analysis.
Therefore, in support of future research, At the outset of any (political) analysis, it is essential to actually recognise and identify trans-national diffusion as such.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com