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We engaged in constant comparative approaches throughout our data analysis, resulting in many iterations of defining and revising codes, conceptual categories of codes, and the framework (Birks and Mills 2011).
Two entries were identified as repeat respondents and were removed from the data analysis, resulting in 295 participants with usable data.
Sleep variables were checked for validity of answers based on preliminary data analysis, resulting in data from 374 adolescents being omitted due to obvious invalid responses (e.g. negative sleep duration and sleep efficiency).
In addition, nine questions that had a particularly high failure rate through all pilot sessions were excluded from the final data analysis, resulting in a total of 66 questions.
Of the returned surveys only responders listing birthdays between 1 January 2006 and 31 December 2007 were included in the data analysis, resulting in a total of 1165 qualifying responders.
Spectra were acquired in-line during fermentation, alternating between pushing and retracting frequency every 10 min. Three FT-IR spectra were acquired at each ultrasound frequency; they were subsequently averaged for further data analysis, resulting in a single, average, spectrum for each frequency application.
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Data analysis resulted more informative when we compared the effect of the combined formulation with each compound separately (Table 2).
The company's recent shift toward data analysis resulted in a round of layoffs.
MT participated in the study design, data analysis, results interpretations, and manuscript development.
T M-T participated in the study design, data analysis, results interpretations, and manuscript development.
Data analysis resulted in the identification of six Up-and-coming themes.
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CEO of Professional Science Editing for Scientists @ prosciediting.com