IS3R strategic framework targets global radiology workforce supply-demand imbalances

IS3R review: global radiology faces workforce shortages and burnout as imaging demand grows. AI's productivity impact mixed. Teleradiology and hybrid work improve access but risk isolation. Declining reimbursement and unreimbursed tasks add strain.

• Workforce shortages and burnout are systemic, exacerbated by rising imaging demand and complexity.
• AI and digital tools have shown mixed productivity gains, not yet a clear solution.
• Flexible practice models improve access but may foster isolation; declining reimbursement adds pressure.

Automated summary

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