Device(s) with camera and medical event image capture app and method(s) are provided to capture images of medical condition management events involving products with indicia, perform image processing and analysis of captured images to discern product characteristics, artifacts and/or related informatics from indicia and other image elements in the captured image, and perform human machine interaction (HMI) operations or other logical operations that alert a user regarding a selected informatic or request input or otherwise educate the user about an aspect of medical condition management. The medical event image capture app provides any one or more of confirmation of correct or compatible product(s), dose confirmation, and detection of defective product or medication or misuse. The medical event image capture app provides auto-recording of medical event data into patients' electronic records, and assists with healthcare administration including billing, medical products inventory management and reordering, care plan compliance, and clinical effectiveness.