: This study uses machine learning to predict IRB processing times, finding that the "human factor" is a stronger predictor than specific protocol types.
: This article critiques the current system, noting that IRBs often focus heavily on paperwork and bureaucratic compliance without clear empirical evidence that such oversight improves participant safety. application irb
: Based on interviews with experienced researchers, this PMC article outlines strategies for managing the "bureaucratic" nature of applications, such as adapting to frequent rule changes and "nitpicky" feedback. Institutional Review Boards: Purpose and Challenges - PMC : This study uses machine learning to predict