Suppose we prepare a certain quantum system with Hilbert space ${\cal H}$, a self-adjoint Hamiltonian operator $H:{\cal H} \to {\cal H}$ whose spectrum is bounded below by $E_0\in \mathbb{R}$ (i.e. the energy is bounded below), and with initial unit-norm state vector $\psi_0\in {\cal H}$. The time-evolved state is $\psi(t):=e^{-iHt}\psi_0$.
A consequence of the spectral theorem for unbounded operators is that the probability amplitude $t \mapsto C(t):=\langle\psi(t),\psi_0\rangle$ to find the system in the original state is equal to a (Lebesgue-Stieltjes) integral of the following form $$C(t)=\int_{E_0}^\infty dE\,\omega(E)\,e^{-iEt}$$ where the (generalized, non-negative) function $\omega$ obeys $\int_{E_0}^\infty dE\,\omega(E)=\|\psi_0\|^2=1$. The fact that $C(t)$ is equal to an integral of this form implies via "a certain" Paley-Wiener theorem that $$\int_{-\infty}^\infty dt \frac{|\log(|C(t)|)|}{1+t^2}<+\infty$$ and this in turn rules out that $C(t)=O(\exp(-\Gamma t))$ as $t\to \pm\infty$: QM apparently can never accomodate the radioactive decay law, at least not 'all the way'.
That being said, "I don't know in which chapter of theoretical physics this result is at home". I lack intuition why exactly this result comes about. It doesn't immediately look like a quantum counterpart of the Poincaré recurrence theorem in classical mechanics, since compactness or finite volume of the accessible phase space is not required for this quantum result (1)(2). My question asks to provide that context and clarification.
(1) In quantum mechanics, I use "compact phase space" as slang to say that the Hamiltonian has a compact resolvent.
(2) Consider e.g. a free non-relativistic particle in 3D-space whose initial state is a Gaussian, $\psi_0(\mathbf{x})=\left(\frac{1}{(\pi)^{1/2}\sigma}\right)^{3/2}\exp\left(-\frac{x^2}{2\sigma^2}\right)$. Its time-evolved state is $\psi(\mathbf{x},t)=\left(\frac{\sigma}{(\pi)^{1/2}(\sigma^2+it)}\right)^{3/2}\exp\left(-\frac{x^2}{2(\sigma^2+it)}\right)$ and a calculation yields (something like) $C(t)=\left(\frac{2\sigma^2}{2\sigma^2+it}\right)^{3/2}$, which involves a much-slower-than-exponential decay in time.
N.B. I learned of this result through Mohsen Razavy's book titled "quantum theory of tunneling".