Innovations in biomedical informatics and computational health informatics are creating opportunities to move from generic evidence-based medicine at the point of care to patient-specific medicine-based evidence. In addition, technology is opening patient engagement opportunities with smartphone apps, but there are some undesirable consequences to consider.