Secondary analysis of the MYRIAD trial reveals that while machine learning models can identify adolescents who may benefit from school-based mindfulness training, the clinical relevance of such predictions remains minimal. Both causal forest and elastic net regression models detected statistically significant but practically trivial differences in outcomes.