Sentence examples for models we utilized from inspiring English sources

To develop prediction models, we utilized likelihood cross-validated penalized logistic regression models which implemented either an L1 penalty (Lasso) [22] or an L2 penalty (Ridge) using the R package 'penalized' [23].

To examine the molecular signatures and developmental defects in animal cohesinopathy models, we utilized cohesin morphant zebrafish embryos.

To externally validate these models, we utilized the North American DQ2.5+ individuals (n = 1,237, 1,094 cases and 143 controls) (Fig.  3a).

For statistical comparisons of AICcs at the individual level between models, we utilized t-tests [ 20], because the Kolmogorov-Smirnov tests did not revealed a significant deviation from the normal distribution (p s > 0.05) [ 20].

For the transition state models, we utilized our previously developed parameters for dCTP as the incorporated nucleotide, and we developed a new parameter set for the transition state model for dTTP as the incorporated nucleotide (Table S2 of the Supporting Information).

As an initial velocity model, we utilized a simple 1D P-wave velocity model with the Vp/ Vs ratio fixed to 1.73 (Fig. 5).

Considering the fitness and adjustability of the surface-based model, we utilized Rhino 3D Version 5 for the main modeling environment; this is recognized as a typical non-parametric software.

Similar to the study of (Everett et al. 2003), in order to construct the model, we utilized two types of data, namely, (1) geometry of each boundary and (2) lateral distributions of conductivity within each layer.

To determine if the UPR is activated in our tauopathy model we utilized a UAS-Xbp1-EGFP reporter system developed by Ryoo et al. [22].

In order to test the ability of LNP-Bry to activate latent virus in a primary cell model we utilized the SCID-hu (Thy/Liv) mouse model for HIV latency [7], [37], [38], [39], [40], [41], [42].

In order to unify the ITR and Rep elements involved in specificity into a single model, we utilized the chimeric Reps separating region 1 and region 2 along with the chimeric ITRs separating the nicking stem and spacer.