A scoping review of 140 empirical studies found that human-AI collaboration in healthcare reports the most consistent benefits in diagnostic interpretation, especially when AI supports bounded tasks and clinicians retain final responsibility. Evidence remains fragmented across triage, treatment planning, and documentation, with few studies measuring patient outcomes, system impact, trust calibration, or governance in real-world settings.