Reproducibility and replicability of rodent phenotyping in preclinical studies

•Many published scientific discoveries fail to replicate.•The field of mouse behavioral phenotyping was one of the first to raise this concern.•Replicability should be addressed at the statistical and methodological levels.•The issue does not question the validity of model organisms as a whole.•Community efforts and data sharing help in promoting effective solutions.