Fig. 1: Hypothesized research model.

The model illustrates the proposed relationships between gamification elements (self-monitoring, goal setting, rewards, and social facilitation), perceived value dimensions (utilitarian value and hedonic value), and outcome variables (device loyalty and continuance exercise intention). Personal innovativeness is included as a moderating variable. H1–H16 represent the hypothesized paths among the constructs.