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According to the provided article, $$$$\tag{1} P(D| {\mathcal{E}};\ \theta )$$$$ is a probability of disease $D$ given findings $\mathcal{E}$, and a model $\theta$ that is used to estimate this probability. $D$ represents a disease or diseases, and findings $\mathcal{E}$ can include symptoms, tests outcomes and relevant ...