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Why we should use simpler models if the data allow this: relevance for ANOVA designs in experimental biology

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Background: Analysis of variance (ANOVA) is a common statistical technique in physiological research, and often one or more of the independent/predictor variables such as dose, time, or age, can be treated as a continuous, rather... ...