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This also ensures that there is a good mix of the data and all experimental cases are represented in each subset.
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Following the un-mixing of the data, should the resulting data contained 'unsolvable' entries (see supplemental note 1 in Supplementary file 1), a data quality criteria was applied: at least five time points per time trace (0 72 hr) should be solvable, otherwise the protein or transcript was removed from the dataset.
This way of mixing the data has been used by other researchers to combine two reviews; one on patient perspectives and one on effectiveness [ 12].
This object was then reconstructed with each HDS mix of CW and EP data and the size of the reconstructed point object was determined.
There is alas a paucity of information as to the mix of big data domains launched by industries; for the spare available data, Bughin [9] reports that 72%% of companies invested in big data had launched big data applications in customer facing domains (marketing and sales, fraud, retention, and services)—for 35%% using big data for competitive insights.
The algorithms were validated by examining patients with a representative mix of data element types in the raw data against the same patients in the resulting CPRD CDM and by having a second programmer independently code and execute the algorithm and confirm that the results agreed.
The strengths of the study include: 1) the breadth of countries engaged in developing and testing the questionnaire; 2) the mix of teleconferences before data collection and a workshop after data collection to assess face and content validity; and 3) the explicit examination of both internal consistency and construct validity (using both criterion and convergent testing).
The relationships and trust we built and strengthened over the course of the study, the emphasis on data collection from researchers with both insider and outsider status, the multiple perspectives we sought, the mix of methods and data sources, and the length of time (five years) that we were in and out of the clinics allowed us to see and hear the negative as well as the positive.
This operation allows one to control the mixing or purity level of the data.
Producing a realist explanation requires a mix of data types, not only qualitative data, to provide explanations and support for the relationships within and between context mechanisms outcome configurations.
Using a mix of qualitative data collected in 2009 2011, the article analyzes how a large Guatemalan construction materials firm, Cementos Progreso, sought a social license to operate in the indigenous municipality of San Juan Sacatepéquez, Guatemala, and with what results.
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