“…While online methods and platforms, including email; project websites; and social media platforms such as Facebook, Instagram, X, and LinkedIn, offer several benefits such as convenience [ 3 , 4 , 14 , 16 , 19 ], cost savings [ 2 - 4 , 8 , 14 , 15 , 18 , 19 , 21 ], and the opportunity to reach diverse populations [ 3 , 8 , 13 - 19 ], they also expose HCRs to risks related to fraudulent participants [ 2 , 23 , 24 ]. These risks encompass the greater difficulty in determining eligibility [ 3 , 4 , 14 ] and collection of false data, which can significantly alter results and invalidate findings [ 3 , 12 , 15 , 17 , 26 ], leading to inappropriate and harmful applications [ 17 ] as well as the waste of time, funding, and human resources [ 16 , 26 ]. Furthermore, our study highlights the growing challenge of AI and bots in health care research involving online recruitment methods and HCRs’ relatively limited understanding of the various technologies and their capabilities.…”