Your English writing platform
Discover LudwigSuggestions(1)
Exact(3)
Then, we discuss the results for a sample parameter set.
For a sample parameter set labeled θ, the equilibrium simulated true and simulated observed within-herd prevalence distributions, which we denote p θ (P) and p ~ θ (P obs ) respectively, were formed.
The value of n is fixed for a particular farm or, equivalently, sample parameter set, but due to the wide range of values quoted in the literature was treated as one of the sampled parameters, with values between 5 and 12 lactations.
Similar(57)
The model was run 1000 times, each time with a different probabilistically sampled parameter set.
For each sampled parameter set, the model was fitted as before to the seroprevalence data to obtain values for L, H, T, and A and then seroprevalence and incidence were computed.
The restricted parameter space depicted in Figure 3I (from which 73.9% of sampled parameter sets produced off-target effects in cycle 2) was used for this analysis.
When we restricted the n = 3 parameter space by reducing the ranges from which some key parameters were selected, the percentage of off-target effects in 5000 randomly sampled parameter sets increased from 1.6%to73.9%9%.
We developed a heuristic to assess the completeness of large GRNs, using ODE simulations under different conditions and randomly sampled parameter sets to detect parameter-invariant effects of perturbations.
For each experimental perturbation Pert i, a model variant M i is created and all model variants are simulated using different randomly sampled parameter sets P1.. K, yielding simulation results (step 3 in Figure 2).
Latin Hypercube Sampling (LHS) is an efficient means of sampling and combining parameters to generate a collection of K sample parameter sets, which gives coverage of the entire distribution for each parameter (see e.g. [ 5]).
Figure 1 shows the results of carrying out the reweighting for the Belgian data set, including both the data and reweighted model quartiles, together with the model output for two individual sample parameter sets.
Write better and faster with AI suggestions while staying true to your unique style.
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