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Thereafter an overall check will be done using frequency tables to detect unusual values, inconsistencies and missing values.
The second stage of quality control was performed centrally at the Estonian site, by double-checking each local dataset, attempting to detect other errors, such as incompleteness (missing values), inconsistencies (incorrectly followed skip-outs), irregularities (numbers inserted in text variables), and out of range data (i.e. very large number of siblings or sexual partners).
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Culture change almost always runs into problems - resistance to change (we've always done in this way), obsolescence (the world changed but not our values), inconsistency (we give lip service to our values, but don't really implement them).
The principal drawbacks of stepwise selection include biases in parameter estimation and reported p-value, inconsistencies among model selection algorithms, an issue of multiple hypotheses testing, and the possibility of missing the optimal model.
These camp characteristics were examined for outliers, zero values or inconsistencies.
Outliers, implausible values, and inconsistencies across variables were identified and resolved.
Data cleaning was done to manage outliers, missing values and inconsistencies.
Queries on data (missing values, outliers, inconsistencies and other errors) will be generated automatically in the system.
All data were also centrally checked for missing values and inconsistencies through a standardised procedure of data monitoring and cleaning.
Data from 355 participants (8.05%) were removed due to invalid responses (e.g., missing values or inconsistencies in information on age).
Study data sets sent from different centres will be checked for outliers, aberrant distribution, inadmissible values and inconsistencies before pooling to ensure data accuracy.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com