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The second derivative isIt is negative when $v_{+}>0$, verifying a strict maximum. The Observed Fisher information is $v_{+}/{\theta }^2$: more observed side-effects sharpen the likelihood, while the curvature vanishes when no side-effect is observed and the maximum then lies at the boundary $\hat{\theta }=0$.