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Foods that genuinely affect metabolic rate do so through two mechanisms: thermic effect (the energy cost of digestion) and thermogenesis (heat production that increases energy expenditure). Protein has by far the largest thermic effect of any macronutrient. Other foods — capsaicin, caffeine, catechins — have small, transient effects that do not translate to meaningful weight loss without a calorie deficit.