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The effects of runner material and surface conditions on the friction between runners and ice were studied by measuring the velocity of a free-sliding sled. Smooth runners showed lower friction at around -1°C than around -10°C as expected, but the friction of rough runners showed little temperature dependence.
Itagaki et al. (Sun,) studied this question.