The p-value and model specification in statistics

Gen Psychiatr. 2019 Jul 9;32(3):e100081. doi: 10.1136/gpsych-2019-100081. eCollection 2019.

Abstract

The p value has been widely used as a way to summarise the significance in data analysis. However, misuse and misinterpretation of the p value is common in practice. Our result shows that if the model specification is wrong, the distribution of the p value may be inappropriate, which makes the decision based on the p value invalid.

Keywords: asymptotic distribution; hypothesis testing; linear regression.