“…Hence, the realisation of managing this continuous clinical covariate influence on the CD4 + cell response would potentially prolong the pre-treatment period and increase the likelihood of delaying patients in experiencing ART-related issues at an early stage of the disease progression. Some of the statistical tools previously used to assess the CD4 + count and covariate associations either were limited or suffered from information loss, for example, analysis of variance (ANOVA) [ 51 , 76 , 77 ], confidence intervals [ 64 ], t-tests [ 58 – 60 ], non-parametric tests [ 33 , 38 ], chi-square tests [ 61 , 78 ], linear regression [ 65 , 79 ], sensitivity, specificity and positive prediction [ 2 , 8 ] and correlation analysis [ 63 , 66 , 80 ]. As such, we also sought to pave the way for other areas such as predictive modelling with streamlined influential clinical covariates that are richer in information preserved in their continuous nature to explain the CD4 + count variation.…”