Literally the first three proposed explanations in the discussion of the findings in the meta-study you linked are correlational. It is only the fourth proposed

Literally the first three proposed explanations in the discussion of the findings in the meta-study you linked are correlational. It is only the fourth proposed explanation that suggests a possible causal relationship.