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The yL+1,…,yn indicate observations with non zero values With covariates added, the prior is assigned on the regression coefficients for the log-linear model (i.e., the Poisson count stage) and the logistic model (i.e., the Bernoulli zero-inflation stage) as outlined earlier.
Here, we allowed HIV detection rates to vary by different CD4+ cell count stage, according to a prior which reflects a wide spectrum of detection scenarios.
However, the socio-demographic variables and factors such as malnutrition, leucopenia, thromobocytopenia, anaemia, duration of Highly Active Antiretroviral Therapy, CD4 cell count, stage of WHO and drinking alcohol were not associated with VRE (P > 0.05).
Decision to initiate treatment was made according to WHO criteria: stage IV irrespective of CD4 count, stage III if CD4 < 350, or CD4 < 200 cells/μl at any stage.
Adult patients with WHO clinical stage 4 irrespective of CD4+ T cell count, stage 3 with CD4+ T cell count ≤ 350 cells/mm, or patients with CD4+ T cell count ≤ 200 cell/mm in any clinical stages are eligible for ART [ 22].
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While conventional regression models contain only one set of predictors for inference about a single response, covariates typically enter a ZIP regression model at both the Bernoulli zero-inflation and Poisson count stages, yielding two sets of parameters corresponding to p and λ.
Of those enrolled, 78% of patients received CD4 count staging within 90 days using the POC CD4 test, compared to 42% of those with conventional care.
Individuals who have achieved virologic suppression proceed through nadir CD4 cell count stages at a slower rate (zero in the baseline scenario).
Counting stage time alone, it runs for 15 hours.
Point counting was done using a standard petrographic microscope (Leica DM2500P and DM750P) and point counting stage (PETROG Conway Valley Systems Limited).
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