Documented physician shortages in gastroenterology, family medicine, and rural emergency medicine are driving aggressive recruitment incentives, new residency
Health systems are deploying capital-intensive, multi-year recruitment strategies that treat physician acquisition as infrastructure investment rather than transactional
AI workflow tools including ambient scribes, clinical decision support, and agentic systems are fundamentally restructuring physician productivity expectations
