Future studies need to make use of newer, available mobile technologies.
Future research should isolate the testing of specific mobile app design features.
Studies need to better align underlying theories, design, and outcome measures.
Science app research should assess more varied cognitive and skill-based outcomes.
Research on science apps is needed with more diverse populations and topics.