Background and context Closed research information leads to black-box decision making Too often, decision making in science is based on closed research information. Information is locked inside proprietary infrastructures run by for-profit providers that impose severe restrictions on the use and reuse of the information. Errors, gaps, and biases in closed research information are difficult to expose and even more difficult to fix. Indicators and analytics derived from this information lack tr...