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. 2026 Sep 3;14:1926484. doi: 10.3389/fpubh.2026.1926484

Table 4.

Multivariable linear regression analysis of factors associated with behavioral intention to use mental health chatbots.

Predictor B SE 95% CI for B p-value
Age 0.016 0.008 0.002–0.031 0.030
Gender −0.134 0.201 −0.528 to 0.260 0.504
Education −0.035 0.093 −0.218 to 0.147 0.704
Current psychological symptoms 0.141 0.172 −0.197 to 0.480 0.412
Needed psychological consultation/support 0.437 0.175 0.093–0.780 0.013
Ever used a mental health chatbot 0.148 0.175 −0.197 to 0.492 0.401
Perceived usefulness (PU) 0.263 0.032 0.199–0.326 <0.001
Perceived ease of use (PEOU) 0.186 0.037 0.113–0.259 <0.001
Social influence (SI) 0.248 0.045 0.160–0.336 <0.001
Perceived self-efficacy (PSE) 0.068 0.048 −0.026–0.161 0.158
Perceived barriers (PB) 0.009 0.018 −0.028 to 0.045 0.635