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The benefits of using DoE, compared to a more traditional 'one factor at a time approach' are robustness, sample efficiency, the ability of evaluate mixtures of multiple components as well as the ability to evaluate factor interactions.
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Figure 5 Robustness to sample size T : Mean SIR values versus T was computed for the case of constrained sources.
This material makes the assemblies more robust, permitting several hundreds of analyses in a sequence, which is one of the ways to improve the robustness and sample throughput of automated SPME methods.
These measurements were reproduced, with the same samples and using the same LIBS instrument, on two different dates (seven and eight months after the calibration measurements): during this period, instrumental variations occurred and the robustness of sample classification was assessed by the prediction error rate.
They found that the method generally improves the accuracy and robustness of sample classification.
ERG-fusion, ESC and MYC + gene sets are thus interesting due to the robustness to sample variability within the same patient, their evidence at early stage PCa and the ability to predict clinical poor prognosis.
Our M-measure is one example selected from a family of measures, and it clearly showed unparalleled robustness to sample heterogeneity, thus leading to improved performance in detecting the presence of CNAs.
Robustness of sampling and data collection by the consumer organisation.
Loop mediated isothermal amplification (LAMP) shows robustness to sample-derived inhibitors.
Method 2 and 3 had comparable BPP values (Wilcoxon signed-rank test P value 0.57) and hence similar robustness to sampling variation.
The statistically significant confidence level in factor analysis, represented by the Kaiser-Meyer-Olkin (KMO) measure of sampling adequacy, shows the robustness of the sample in terms of distinct and reliable factors extracted.
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CEO of Professional Science Editing for Scientists @ prosciediting.com