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One research study with 12-untrained subjects is never enough evidence to "drop the curtain" on any theory.
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There are multiple lines to evidence which questioned the validity of the hormone hypothesis. In fact, this was the 3rd study from Phillips lab, apart from other studies from other labs, which questioned the validity of the hypothesis and came out against it.
here is something related:
http://www.exercisebiology.com/index..._mass_strengt/
It is a within subject design which eliminates a lot of variables. So the control group was the subject themselves. And Phillips is one of the prominent researchers and I do think they are smart enough to do a power analysis to find the right sample size before the study.
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Never take exercise advice from someone who questions the effectiveness of deadlifts and squats.
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Can you show me where I question the effectiveness of squats and deadlifts. Please re-read the conclusion again.