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The experimental evaluation is based on five folds cross-validation (CV) with 20 randomly repeated CV runs to obtain average performance scores.
For each model, a CV scheme is introduced with two options: 10-fold repeated CV and Leave-One-Out (LOO) CV.
All these trends match those observed during repeated CV scanning.
Two CV schemes are employed within RRegrs, namely 10-fold repeated CV and LOO CV.
Such trends match those of the redox currents at ~0.465 and ~0.373 V during repeated CV scanning.
In the case of repeated CV, we run ten repeats of 10-fold CV for all models except SVM-RFE (3-folds, one repeat) and RF-RFE (5-folds, one repeat), which are particularly time-consuming methods.
The electrochemically generated SAMs were found quite stable as these maintained the redox activity upto 3 months after repeated CV scans at 298 K.
For the last data split and the best model found, RRegrs performs Y-randomization for the 10-fold repeated CV scheme, and compares ({text{R}}_{text{test}}^{2}) values to the best model corresponding value.
From the second scan to the fifth scan in repeated CV scanning (Fig. 4a), should peaks near ~0.373 V showed up and the oxidation peaks at ~0.465 V are apparently broader than the reduction peaks at ~0.373 V (Fig. 4a).
The electrocatalytic activity of PtOHads was found to be enhanced by ageing of the Pt deposits through means of either repeated cv or immersion in water for 15 days although the ageing processes would decrease their surface area.
The Nelson Aalen cumulative incidence of all CV and non-CV hospitalizations is shown in Figure 3 A. Repeated CV hospitalizations were reduced with dronedarone, but non-CV hospitalizations were not.
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