We investigate the role of the quartic anharmonicity in lattice dynamics and thermal transport of type-I clathrate BaGaGe based on self-consistent phonon calculations. We show that the strong quartic anharmonicity of rattling guest atoms causes the hardening of vibrational frequencies of low-lying optical modes and thereby affects calculated lattice thermal conductivities significantly, resulting in an improved agreement with experimental results including the deviation from at high temperature. Moreover, our static simulations with various different cell volumes show a transition from crystal-like to around 20 K. Our analyses suggest that the resonance dip of observed in clathrates with large guest-free-spaces is attributed mainly to the strong Umklapp scattering of acoustic modes along with the presence of higher-frequency dispersive optical modes.

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