Bayesian Linear Regression Model Comparison Model Comparison - Social Anxiety Models P(M) P(M|data) BFM BF10 R Null model 0.250 5.18010-9 1.55410-8 1.000 0.000 Self-Esteem (Score) + Social Media Use 0.250 0.980 148.654 1.89210+8 0.387 (hours/week) Self-Esteem (Score) 0.250 0.020 0.061 3.81910+6 0.306 Social Media Use (hours/week) 0.250 3.32510-8 9.97610-8 6.420 0.074 Overall, the complex model which includes self-esteem score and social media use is the most likely (BF10 = 1.89210+8) as compared to simple model 1 which includes self-esteem score only (BF10= 3.81910+6), simple model 2 which includes social media use only (BF10= 6.42), followed by the least likely of the null model (BF10 = 1.00).