Unsupervised training methods that can predict future health outcomes akin to how Large Language Models (LLMs) can predict the next word in a sentence. Unlike LLMs, LHMs are physics-based and hence fully interpretable. In, and, in conjunction with genetics, LHMs revealing new treatments for chronic age-related diseases and new means of patient stratification.