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twolevel_single model family for
single-season occupancy models in which groups of closure units may
themselves be structurally absent. Users specify the grouping factor
with level2_group, may supply a separate table of
group-level predictors with level2_covs, and model
group-level occupancy with f_meta.obs array must have at least one detection.
Never-observed pseudospecies must instead be added through
n_aug.get_Z() now
returns a list containing unit states for species-site
combinations and level2 states for species. Generic
two-level models use the same return structure. Joint samples from the
two levels are mutually consistent.get_Z(),
log_lik_flocker(), and loo_flocker() now
retain user-supplied group names. Augmented models similarly retain
supplied species names and assign stable names to augmented
pseudospecies.get_Z() calculations for
augmented models and when using new_data, including
rep-constant models. Augmented group-level probabilities now marginalize
over unit occupancy and incorporate the fitted group-level occupancy
probability.simulate_flocker_data() so that values are shared across
species at each unit or visit, and allowed
make_flocker_data() to accept data-frame observation inputs
as documented.flocker that created them. Two-level packing
metadata is stored separately from the underlying brmsfit
data.loo_compare() output structure in the loo
package (> 2.9.0), which now returns a data frame instead of a matrix
and includes additional diagnostic columns.get_positions as
applied to multiseason models.cmdstanr (not on
CRAN)These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.