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This process was repeated and fed back into data collection (and further analysis) cycles.
Currently, data are only available for the last 5 years, and the possibility of patella resurfacing having an adverse long-term effect on major components cannot be excluded without continuous data collection and further analysis.
We adopted a grounded theory approach in that we used an iterative and reflexive process of collecting and analysing data and re-evaluated and questioned insights developed, with leads emerging from the analysis informing new research questions, data collection and further analysis.
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With genomic, transcriptomic and proteomic data collection and analysis further advanced, it seems logical for any metabolomics discovery study to add results from those whenever possible.
The initial interviews generated six features of potential pain scales (faces, fingers, colours, squares, numbers, and plain circles) and the iterative data collection and analysis process further refined and reduced the number of scales to the three scales validated.
Conceptual saturation refers to the endpoint in the qualitative data collection and analysis process when further data collection and analysis cease to generate any new or distinctive categories, high level concepts, or substantive codes [ 11].
Discrepancies in interpretations across the three authors were reconciled by returning to the text and to notes taken during data collection for further analysis.
A further possible limitation is that parent report of disabling fatigue was used to identify individuals for further data collection and the analysis is based on information from parental interview only.
These examples exemplify that more studies now require gathering, not just previously published data in order to stay up-to-date, but also, data collection for further analysis.
Now that we are confident of the quality of our data collection tool, further analysis of the detailed time-use information gathered will be undertaken, with a focus on how different measures of 'contact-intensity' may influence the characterisation of key locations for contact mixing.
Thus, we adopted the qualitative research principle of saturation point, a strategy where data collection and analysis end at the point where further analysis does not yield new patterns or categories.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com