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The HMM model only explores different temporal patterns of DE/EE states and does not rank the genes by statistical significance, but is classifying gene expression profile into a number of temporal patterns by posterior distribution of latent states.
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We built a predictive stochastic age-structured population model (only for females) to explore the functional dependence of λ (the population growth rate) on the demographic rates of the study population (see Fig. 6).
We used the double-hurdle model to not only explore the probability of drinking but also the intensity of alcohol consumption.
With the restriction that this linear model will, by definition, only explore linear relationships, this allows modeling the (linear) correlation between polyp counts and each metabolite concentration profile for each combination of Genotype and Diet factor levels.
Adverse events were inadequately explored in the submission, and the model only included subarachnoid haemorrhage and stroke, with some types of stroke being excluded for the comparator treatments.
As we were able to validate the model only in patients from high income regions, future studies should also explore its performance in low and middle income countries.
By using and developing models, students are not only exploring content but also developing a deeper and richer understanding of the phenomena.
It is important to emphasize that we have only explored one dimension of the model selection uncertainty in multivariate behavior genetic models.
However, they only explore a small portion of the total model space.
"A lot of mid-twentieth century photographers such as Lisette Model are only just being explored in museum collections, so consequently they are receiving a lot more attention," he says.
The same process as in the first stage was applied to get a stable model, which explored not only the marginal effects of the predictors but also the joint interaction effects between those predictors.
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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