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Data are checked monthly by the first author, and seemingly incorrect information (with the likelihood of being data errors) is sent back to the hospitals or city civil registration services for correction.
If detection of data errors is delayed, they become more difficult to correct [ 4, 6, 7].
The risk of organisations being mistakenly identified as "outliers" on performance indicators due to data errors is well-known.
Reduction in frequency of data errors is important in order to ensure high quality of data used in clinical research and the resulting conclusions.
Similar(56)
Lt. Col. Bryan C. Hilferty, an Army spokesman, said the desertion data errors were caused by confusion among employees who tally them.
The data errors were fixed at 5%.
The data errors are assumed to be uncorrelated so the weight matrix is diagonal.
In real-world dirty data, errors are often not randomly distributed.
In the LiDAR data, errors were found to be similar to errors in field plots, which can be as high as 20%%.
Data cleaning and validation were done at several stages to ensure data errors were captured.
Data errors are due to incorrect data collected in the field [ 12, 13].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com