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1.1 Positioning the ENGAGE framework within the existing literature Several conceptual models and taxonomies have been proposed to guide engagement design in digital health interventions (DHIs), including the Person-Based Approach ( IDEAS Framework ( Effective Engagement Framework ( AIM-ACT Framework ( For example, the Person-Based Approach ( While the AIM-ACT Framework ( The ENGAGE model is intended to complement, not replace, established hybrid effectivenessimplementation frameworks such as RE-AIM ( Other useful approaches to standardize taxonomies and reporting protocols are COM-B and BCTTv1 ( Intervention Mapping (IM) taxonomy ( 5-Element Engagement Reporting Framework ( In contrast to these current models, the ENGAGE Framework addresses the full engagement lifecycle, from initial recruitment and segmentation to micro- and macro-engagement, habit formation, outcome measurement, and AI-driven iteration