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If we train a CNN model with insufficient training samples, it would lead to overfitting.
When considering the characteristics of the tested samples, it would appear that concrete is the material most at risk from salt damage, as it has the highest saturation coefficient and a relatively low absorption.
Hence, as the methodological standards for, and the costs of, PIAAC sampling and fielding were very high, and the German PIAAC sample is of extremely high quality compared to other German samples, it would have been a waste of a high-potential sample not to make use of it for further investigations.
Professor Harry Boettcher, a forensic scientist, said that if police did not actually test the samples it would be "professional negligence – indefensible".
If we would have taken more samples, it would indeed disappear.
In smaller samples, it would be important to allow for optimism, for example, by crossvalidation or bootstrap methods (Smith et al., 2014).
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"If we had dropped the sample, it would have been lost forever," said Nan Yao, Steinhardt's Princeton colleague.
If the news is confirmed by Abakumova's B-sample, it would upgrade Sayers from fourth to bronze.
As for a positive test, let's remember that Conte's steroid THG was specifically designed to be test-proof, and had a tipster not provided the anti-doping agency with a sample, it would still be the secret formula for manufacturing gold medals.
As the exclusion of the studies dramatically reduces our sample, it would not be possible to conduct multivariate meta-analysis for all fourteen proxy variables.
While this approach requires a larger sample, it would provide more information about the potential differences in factor loadings and underlying factor structures; thus, it allows for a more rigorous comparison of the psychometric properties of monologic tasks between modes.
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