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Global advances in health artificial intelligence: a workforce imperative.
Tinglong Dai1, Kathryn M McDonald2, Daniel C Baumgart3
1Carey Business School, Johns Hopkins University, Baltimore, MD, USA; School of Nursing, Johns Hopkins University, Baltimore, MD, USA; Hopkins Business of Health Initiative, Johns Hopkins University, Washington, DC, USA.
Artificial intelligence (AI) can help retain healthcare professionals by reducing administrative tasks and burnout. This technology should amplify clinician expertise, not replace them, to address global workforce shortages.
Area of Science:
- Healthcare Management
- Medical Informatics
- Health Workforce Studies
Background:
- The global health workforce faces a critical shortage, projected to reach 11 million by 2030, due to burnout and administrative burdens.
- Emerging clinical artificial intelligence (AI) tools, particularly generative AI, offer potential solutions for documentation, triage, and workflow optimization.
Purpose of the Study:
- To frame AI as a critical retention strategy for the global health workforce.
- To explore high-impact applications of AI in healthcare administration and workflow.
- To address the ethical and geopolitical implications of AI in healthcare workforce development.
Main Methods:
- Literature review and synthesis of current trends in healthcare workforce challenges and AI development.
- Analysis of potential AI applications in reducing administrative burden and improving clinician well-being.
- Ethical and geopolitical assessment of AI's role in global health equity.
Main Results:
- AI tools can significantly reduce clerical burden through applications like ambient documentation, coding support, and intelligent scheduling.
- Responsible AI deployment can ease competition for scarce healthcare talent and enhance capacity in underserved regions.
- Poorly designed AI implementation risks exacerbating existing healthcare disparities and negatively impacting clinician well-being.
Conclusions:
- AI should be viewed as a tool to amplify clinician expertise and preserve the human element of care, not replace healthcare professionals.
- Strategic and clinician-led implementation of AI is crucial to ensure it supports, rather than undermines, healthcare quality, access, and workforce well-being.
- Policy should prioritize AI for expertise amplification to mitigate global health workforce shortages and inequities.
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