Skip to main content
. 2021 Aug 30;18(17):9158. doi: 10.3390/ijerph18179158

Table 14.

Multiple regression models in which the dependent variable is mental fatigue and the predictors are learning motivating factors, anxiety, and depression.

Model Non-Standardized
Coefficients
Standardized
Coefficients
t Significance
B Standard
Error
Beta
A. Respondents do not participate in e-learning-based computer programming courses
  (Constant) 3.247 0.478 6.787 0.000
  Individual attitude and expectation 0.079 0.105 0.072 0.754 0.452
  Challenging goals −0.123 0.066 −0.154 −1.871 0.063
  Clear direction −0.034 0.107 −0.029 −0.320 0.749
  Reward and recognition −0.127 0.090 −0.121 −1.413 0.159
  Punishment 0.005 0.049 0.007 0.098 0.922
  Social pressure and competition 0.000 0.055 0.001 0.009 0.993
  Anxiety (GAD-7) 0.041 0.011 0.243 3.645 0.000
  Depression (PHQ-9) 0.026 0.010 0.177 2.580 0.011
R = 0.419; R Square = 0.175; Adjusted R Square = 0.142;
Standard Error of the Estimate = 0.82302; F (8, 197) = 5.229, p < 0.001
B. Respondents participate in e-learning-based computer programming courses
  (Constant) 2.451 0.416 5.893 0.000
  Individual attitude and expectation −0.131 0.079 −0.123 −1.657 0.099
  Challenging goals −0.252 0.057 −0.274 −4.387 0.000
  Clear direction 0.148 0.093 0.122 1.584 0.115
  Reward and recognition 0.122 0.065 0.118 1.876 0.062
  Punishment −0.095 0.043 −0.127 −2.217 0.028
  Social pressure and competition 0.092 0.047 0.111 1.933 0.055
  Anxiety (GAD-7) 0.017 0.014 0.100 1.229 0.221
  Depression (PHQ-9) 0.073 0.013 0.490 5.695 0.000
R = 0.732; R Square = 0.535; Adjusted R Square = 0.514;
Standard Error of the Estimate = 0.66896; F (8, 176) = 25.338, p < 0.001