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This study examines and describes the factors that affect data quality which impact validity of case finding algorithms in a primary care EMR database.
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Unfortunately, concepts of experimental design and statistics impacting validity and interpretation of values for average pregnancy rate frequently are ignored.
Observational database research frequently relies on imperfect administrative markers to determine comorbid status, and it is difficult to infer to what extent the associated misclassification impacts validity in multivariable analyses.
In the case of CAMS, the design chosen represented the best balance between scientific rigor, potential for public health impact, ecological validity, feasibility of implementation, and cost.
Larger scenarios can also be facilitated by the use of more abstraction in the physical layer; abstractions that may impact the validity of the results.
Our target was to keep the processing time to complete the questionnaire as short as possible in order to reduce potential research fatigue, which could negatively impact data validity.
Lack of reproducibility, even in a few parameters, can impact the validity of serial measurements over time (e.g. to determine response assessment) and measurements performed on separate acquisitions (e.g. in multicentre trials).
This second article in the series on pragmatic trials describes the challenges in selection of sites for pragmatic clinical trials and the impact on validity, precision, and generalizability of the results.
The parameters in the energy models, which may impact the validity of the evaluation program, can be obtained from the field-testing data or the performance data provided by the product manual.
The statistical tools such as descriptive statistics, full factorial design and analysis of source of variation were used to identify the potential factors that impact the validity of testing method for determining the strength of cement.
The interpretation of retest scores is problematic because they are potentially affected by measurement and predictive bias, which impact construct validity, and because their size differs as a function of various factors.
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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