Introduction Riley Gaines, a former swimmer and emerging advocate, has been at the forefront of the debate regarding fairness in women’s sports, especially since the surge of transgender athletes in competitive events. Her advocacy highlights the importance of preserving the integrity and equal opportunities within women’s athletics, a topic that has gained significant media attention