A geographic identifier assignment algorithm with Bayesian variable selection to identify neighborhood factors associated with emergency department visit disparities for asthma

Table 3 Log pseudo-marginal likelihood (LPML) cross-validated model fit statistics for Models 1–4 for Dataset A1 (includes geographic imputation) and Dataset B (complete cases only)

Model	Description	LPML
Model	Description	Dataset A1	Dataset B
1a	Intercept + random effects	− 3770.0	− 3556.1
1b	Intercept + demographics	− 4858.5	− 4603.1
2	Model 1a + model 1b + weather	− 3756.1	− 3542.4
3	Model 2 + variable selection	NA	NA
4	Model 3 + air pollutants + social + environmental + interactions	− 3736.7	− 3543.6

ISSN: 1476-072X