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In her talk, "Garbage in Garbage out" Hillary Sanders, a data scientist with Sophos pointed out that if ML models use sub-optimal training data, the reliability of the models will be questionable, possibly leading to catastrophic failures.
By comparing frequency/probability distributions of flow and dispersion results with qualified reference data the reliability of complex models can be evaluated.
Although both resistive and optical sensors provided useful data, the reliability of optical sensors was often compromised by droplets of urine splashing onto light sources or detectors.
Comparing the analysis results by the finite element analysis software and the model test data, the reliability of the methods and the results of the finite element model are verified, and some important references to the design of the real project are given in the chapter.
Our survey depended on self-reported data, the reliability of which has been questioned and is prone to recall bias.
In fact, given the paucity of good quality data, the reliability of the pooled results is still uncertain.
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The quantitative RT PCR data were correlated with the microarray data, confirming the reliability of our expression data.
Depending on the type of data source, the reliability of data comparison between countries may vary.
The fact that readers wouldn't care about some data if the reliability of the data were revealed means that The Times shouldn't be publishing those data in the first place.
Transcript analysis by qRT-PCR showed a high correlation (R2 = 0.83) with the microarray data, confirming the reliability of the data (Additional file 1B).
These data indicate the reliability of RNA-seq data.
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