Passive continuous phenotyping represents a paradigm shift in modern clinical medicine, transitioning diagnostic and therapeutic monitoring from reactive, episodic clinical visits to continuous, proactive and ecologically valid tracking of individual physiological baselines. Traditional medical models rely on static, sparse measurements that are highly vulnerable to clinical artifacts, such as "white-coat" hypertension or retrospective recall bias and fail to capture the dyna