Not exactly true - they have found statistically significant hormonal changes in men after becoming fathers: https://www.nytimes.com/2020/04/15/parenting/baby/fatherhood...
i strongly suspect that it's the act of actively becoming a parent, whether biological or adoptive that is responsible for that change in hormones