Similarly, we also conduct the conditional analysis using the multivariate multi-pollutant model adjusted for pollutants selected in the previous step, base covariates and micronutrients. We calculated the same likelihood ratio test statistics and compared them to the same thresholds to select additional exposures for ERS.