Drawing on data from semi-structured interviews conducted in Singapore, Canada, and the United States, this paper shows that biomedical experts are deeply concerned about the shortcomings of the biomedical model of health. Precision public health, when anchored in genomics, can be considered a twenty-first century version of the medical model of health, which originated from nineteenth century germ theory.