The Ebola outbreak in Sierra Leone highlighted significant challenges in communication strategies across rural communities. A mixed-methods approach combining qualitative interviews with quantitative analysis to assess public understanding and trust in government communications. Community leaders reported a 65% increase in the uptake of protective measures after educational campaigns were tailored to local contexts, demonstrating effective communication strategies that increased community participation (confidence interval: [61%, 70%]). The study underscores the importance of culturally sensitive and context-specific communication strategies in crisis management. Future interventions should prioritise community engagement through participatory methods to enhance trust in information dissemination. Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.