Mobile health (mHealth) has potential to play a significant role in realizing a reversal of the current paradigm in health care toward a more patient-centric and more collaborative system to improve the outcomes obtained along with the quality and sustainability of health care systems. The aim of this study was to explore and understand individual mHealth acceptance drivers between two groups of users: those with chronic health conditions and those without. The extended unified theory of acceptance and usage of technology (UTAUT2) was enhanced with a new health-related framework: behavior intention to recommend and new mediation effects. We applied partial least squares (PLS) causal modeling to test the research model. We obtained 322 valid responses through an online questionnaire. The drivers of behavior intention with statistical significance were performance expectancy (β=.29, <i>P</i><.001), habit (β=.39, <i>P</i><.001), and personal empowerment (β=.18, <i>P</i>=.01). The precursors of use behavior were habit (β= .47, <i>P</i><.001) and personal empowerment (β=.17, <i>P</i>=.01). Behavior intention to recommend was significantly influenced by behavior intention (β=.58, <i>P</i><.001) and personal empowerment (β=.26, <i>P</i><.001). The model explained 66% of the total variance in behavior intention, 54% of the variance in use behavior, and 70% of the variance in behavior intention to recommend. Our study demonstrates a significant role of personal empowerment, as a second-order construct, in the mHealth acceptance context. The presence of a chronic health condition predicates an impact on acceptance of this technology.
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