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The simple design modification provides a means of using a disturbed column of soil to evaluate models of solute transport, and to study preferential flow and contaminant mobility without concern for spurious data due to artificial flow along the soil wall interface of the lysimeter.
Unfiltered raw data (speed and direction, temperature, conductivity, pressure and turbidity values) was checked for spurious data points and drifts.
It includes a background model to account for spurious data.
Free text is open to the potential for spurious data input and a number of methods are provided for specifying data validation.
For example, counts were first screened for spurious data including the affected values having an extended sequence of the maximum recordable value, counts beyond the biologically plausible range, or sequences of 60+ minutes in which activity never returned to zero.
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The first stage consists of a less known criterion for filtering spurious data (outliers).
To account for these spurious data points, we included an additional PTM group (background component) that acts as a garbage collection process (background model).
They reasoned that refusing the tests would mean there would be no spurious data for test-based teacher evaluations.
The software plots its interpretation of P,Q,R,S, and T for each beat so that spurious data resulting from unfiltered noise or motion artifacts may be rejected.
Of the included publications, 50 reported some assumptions for their data cleaning procedure to identify spurious data or non-wear time (Table 1).
Removing the spurious data point affects the significance observed for SpO2 during the CON trial (P > 0.05).
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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