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t is not a predefined symbol in algebra. It means whatever the author of a paper says t means. In a motion problem, it may stand for time, but if so, the user must state at the beginning of his solution that t stands for time.
Analysis of Variance (ANOVA) compares 3 or more means. The t-test would only compare 2 means.