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The major trade-off would be the increased complexity of use of the Bayesian or Poisson based models compared to the relative simplicity of the deterministic conditional model.

The relative errors of estimations using the proposed ANN-based model compared to the conventional analysis results are shown in Table 15.

Predictions of equilibrium pressures for all available mixed guest hydrates result in a 11.6%AAD with our fugacity-based model compared to 18.6% for the vdWP model.

The application of the Chapetti model, which additionally considers short crack growth, led to an improvement of the practicability of the defect-based model compared to the fatigue test results.

The model-related variables have also been estimated by the proposed model relatively close to the conventional estimations, since nearly small relative errors are obtained using the ANN-based model compared to the conventional analysis techniques, as illustrated in Table 15.

Despite the increased rate of CVD-RF recording in a structured team-based model compared to a regular clinic; it was still suboptimal.

Furthermore, it can be seen that the between person variance is lower for the CTT-based model compared to estimates from the IRT-based model, 0.685 and 0.733 respectively.

Model accuracy of the DAYL −6 (PIFL) model was much higher than that of the T min (PIFL) based model (compare models 1 and 2: AIC = 43 and 73).

The Bayes factor for each predictor reflects evidence for the null based on the full model compared to a model without the predictor (Rouder & Morey, 2012).

21 22 37 For instance, the net benefit of 0.061 at a threshold probability of 3% in the CURB-65 score can be interpreted as meaning that making a decision based on the prediction model, compared to assuming that all patients would be alive, leads to the equivalent of a net 6.1 true-positive results per 100 patients with no corresponding increase in the number of false-positive results (table 4).

Our hypothesis was that patients who stated a preference for surgery would have a higher predicted probability of having surgery based on the multivariate regression model, compared to those who were unsure.

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