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How physicians conceptualize and pursue lifelong learning has implications for what they teach and model to learners. We explored these aspects of lifelong learning to better understand what physicians-in-practice model to learners. We conducted semi-structured interviews with 34 faculty at one institution from multiple specialties, ranks and sites. We used a general qualitative approach with a constructivist orientation and identified themes through an iterative analytic process. We organized our themes around two dimensions of learning: competence and caring. Participants described efforts to share their professional lifelong learning with learners; they also acknowledged times when their learning was intentionally or unintentionally not visible to learners. Our findings suggest potential opportunities for physicians to more deliberately model lifelong learning.