Abstract Background Falls impact over 25% of older adults annually. making fall prevention a critical public health focus. We aimed to develop and validate a machine learning-based prediction model for serious fall-related injuries (FRIs) among community-dwelling older adults. incorporating various medication factors. https://parisnaturalfoodes.shop/product-category/herbal-fibrblend-raspberry/