| Path | Standardized coefficient estimate | Standard errors | t-Value | Significance (p) | R2 value |
| H1: relative effect expectancy → choice intention | 1.70e−01 | 0.0445 | 3.81e+00 | 1.86e−04 | 0.859 |
| H2: relative performance expectancy → choice intention | 2.43e−01 | 0.0445 | 5.47e+00 | 1.37e−07 | |
| H3: relative time-related risk → choice intention | −1.36e−02 | 0.0310 | −4.38e-01 | 6.62e−01 | |
| H4: relative physical → choice intention | −2.40e−01 | 0.0415 | −5.78e+00 | 2.90e−08 | |
| H5: relative social influence → choice intention | 2.12e−01 | 0.0370 | 5.73e+00 | 3.75e−08 | |
| H6: habit → choice intention | 2.31e−01 | 0.0466 | 4.94e+00 | 1.65e−06 | |
| H7: habit → choice behavior | 5.04e−01 | 0.0583 | 8.65e+00 | 1.80e−15 | 0.783 |
| H8: choice intention → choice behavior | 4.23e−01 | 0.0583 | 7.26e+00 | 8.92e−12 |