Metascience (also known as meta-research) is the use of scientific methodology to study science itself. Metascience seeks to increase the quality of scientific research while reducing inefficiency. It is also known as "research on research" and "the science of science", as it uses research methods to study how research is done and find where improvements can be made.

Examples of Metascience Papers

Meta-Research: A comprehensive review of randomized clinical trials in three medical journals reveals 396 medical reversals

Statistical considerations in reporting cardiovascular research - PubMed

Artificial intelligence versus clinicians: systematic review of design, reporting standards, and claims of deep learning studies - PubMed