correlational
Analysis v1
48
Pro
0
Against

Doing more sets of weightlifting each week helps you build more muscle, but after a certain point, adding even more sets gives you less extra benefit.

Scientific Claim

Higher weekly resistance training volume is associated with greater muscle hypertrophy in young, primarily male, trained individuals, with evidence suggesting diminishing returns at higher volumes.

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 design cannot confirm causation due to unknown randomization in source studies. The phrase 'gains increase as volume increases' implies causation, which is unsupported.

Evidence from Studies

Supporting (1)

48

More weekly weight training leads to bigger muscles, but after a certain point, adding even more sets gives you less extra gain — and this study proves it with data from thousands of people.

Contradicting (0)

0
No contradicting evidence found