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The best model found with the original data was a linear neural network (LNN) with AUROC > 0.80 and accuracy, specificity, and sensitivity ≈ 77% in training and external validation series.
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In order to better understand the observed gap between QoE models found with subjective and with aBCI features, Pearson correlations were calculated between AI and MBP and the subjective valence and arousal ratings.
The MSEs of models found with CellNOpt spanned from 0.0499 to 0.0543 (Supplementary Fig. S3).
We used this model to approximate the best-fit models found with Modeltest v. 3.7 [ 60], which under a hierarchical likelihood ratio test indicated the F81 + I + Γ model as the best fit for the combined plastid data, while under the Akaike information criterion it found TVM + I + Γ as the best fit.
The crude baseline Cox model found a survival advantage with paricalcitol treatment (HR, 0.80; 95% CI, 0.75-0.86).
Using totally 50 experimental observations, Radial Basis Function-based model was found with higher accuracy in predicting corrosion levels compared to Back Propagation-based model.
Other significant associations for the odds of reported lifetime asthma in the fully adjusted model were found with gender, race/ethnicity, child's weight, and mother's health (Table 2, Model 4).
In the second step, all potential predictors are entered simultaneously and 'backward elimination' was applied until a model was found with predictors having statistical significant effects only.
An orthogonal projections to latent structures-discriminant analysis (OPLS-DA) model was found with R = 0.85, Q = 0.39, and discrimination power between the AE and healthy group of 73.5%.
Our systematic literature search identified four model validation studies but no newly developed models in addition to the 10 models previously found with the search by Lucassen (fig 2).
A cas gene was annotated when one of its respective models was found with an E-value ≤ 0.0001.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com