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In addition, it was determined that predictive uncertainty can be enhanced by incorporating more latent variables during model calibration.

SEM is used to test complex relationships between observed (measured) and unobserved (latent) variables and also relationships between two or more latent variables [ 19].

Preliminary analyses next examined whether constructs could be represented by one or more latent variables, which are unmeasured factors or constructs that are estimated via two or more observed variables.

In the final, most parsimonious model with best fit, associations between the exogenous variables and the outcome alcohol frequency can be both direct and indirect through one or more latent variables.

The regression of TBV on EBV was close to 1 when only one latent variable was fitted, and dropped rapidly as more latent variables were added to the model (Fig. 5).

Similar(54)

Indirect effects, on the other hand, reflect the relationship between an exogenous variable and an endogenous variable that is mediated by one or more latent variable.

Perhaps more importantly, identifying how different attitudes towards transport more generally (the latent variables identified by factor analysis) are associated with views on safety would allow targeted material to be developed to educate and provide information to users and non-users.

This feature places more emphasis on the latent variables that capture most of the variance present in the PLS models.

However, multiple exposures were included by postulating the existence of one or more sets of underlying latent variables.

The regression methods had increased bias as density increased because more principal components or latent variables were required to optimise the accuracy.

More principal components and latent variables were fitted to optimise the correlations shown in Table 1 for 8Ne/M than in scenarios with lower marker density, i.e. 350 principal components and four latent variables were used for 8Ne/M, while 250 principal components and two latent variables were used for PCR and PLSR respectively for the lower marker density schemes.

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