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. 2025 Nov 3;27:e76296. doi: 10.2196/76296

Table 3. Multilevel regression models with moderators for evaluation of conversational agents.

Models B (SE) 95% CI Omnibus test QM P value
Model 1: Publication year 0.36 .55
 Intercept 38.75 (63.72) −86.15 to 163.64
 Publication year −0.02 (0.03) −0.08 to 0.04
Model 2: Age 0.69 .41
 Intercept 0.80 (0.43) −0.06 to 1.65
 Participants’ average age −0.01 (0.01) −0.04 to 0.02
Model 3: Type of interaction (reference: interacting with designed CAsa) 0.28 .87
 Intercept 0.44 (0.14) 0.17 to 0.71
 Viewing prerecorded materials −0.07 (0.30) −0.67 to 0.52
 Wizard of OZ 0.13 (0.31) −0.48 to 0.73
Model 4: Health topic (reference: mental health) 3.08 .38
 Intercept 0.59 (0.16) 0.28 to 0.90
 Teletriage 0.16 (0.48) −0.77 to 1.10
 Promote health behavior −0.46 (0.31) −1.06 to 0.14
 Provide medical information and advice −0.25 (0.25) −0.73 to 0.23
Model 5: Publication outlet (reference: journal publication) 0.19 .91
 Intercept 0.43 (0.15) 0.14 to 0.72
 Conference proceeding 0.00 (0.25) −0.49 to 0.49
 Thesis and dissertation 0.18 (0.41) −0.63 to 0.98
a

CA: conversational agent.