When to Start Preparing for Fellowship: A Timeline for Competitive Applications
Fellowship applications reward those who plan 18-24 months ahead, but residency doesn’t give you that kind of bandwidth. The key is knowing exactly what matters—research productivity, strategic letter writers, and early program connections—so you can prioritize ruthlessly instead of scrambling at the deadline.
AI Workflow Tools Reshape Physician Productivity Economics
AI workflow tools including ambient scribes, clinical decision support, and agentic systems are fundamentally restructuring physician productivity expectations and compensation economics. As health systems deploy these technologies, the critical question becomes who captures the efficiency gains—and how liability, governance, and staffing models must evolve in response.