Adjusted measures of association can give a more accurate estimate of the true relationship between the exposure and the outcome, because they take into account the effect of confounders by statistically controlling for them.
https://www.researchgate.net/figure/Crude-and-adjusted-measures-of-association-between-suspected-risk-factors-and-MDD_fig1_330219624