correlational
Analysis v1
48
Pro
0
Against

Doing more sets of weightlifting each week helps you build more muscle, but after a certain point, doing even more sets doesn't help much more.

Scientific Claim

Higher weekly resistance training volume is associated with greater muscle hypertrophy in young, mostly male adults, with diminishing returns observed at higher volumes, suggesting there is an optimal range beyond which additional sets yield minimal further growth.

Original Statement

The posterior probability of the marginal slope exceeding zero for the effect of volume on both hypertrophy and strength was 100%, indicating that gains in muscle size and strength increase as volume increases. However, both best-fit models suggest diminishing returns, with the diminishing returns for strength being considerably more pronounced.

Evidence Quality Assessment

Claim Status

overstated

Study Design Support

Design supports claim

Appropriate Language Strength

association

Can only show association/correlation

Assessment Explanation

The study uses probabilistic language ('posterior probability') and acknowledges unknown randomization status, so causal verbs like 'increases' are inappropriate. The finding is correlational, not causal.

Evidence from Studies

Supporting (1)

48

More workouts with weights lead to bigger muscles, but only up to a point — after that, doing even more sets doesn’t help much more.

Contradicting (0)

0
No contradicting evidence found