Role separation in AI–human radiology workflows offers a pragmatic alternative to traditional assistive models, reducing cognitive bias, improving efficiency, and enhancing patient care through AI-first, doctor-first, and case allocation strategies backed by real-world evidence.
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OpenAI’s GPT-5 marks a major leap in healthcare AI, with benchmark gains, improved factuality, and free access. Drawing lessons from Penda Health’s Kenyan trial, this article explores global and Indian implications, opportunities, challenges, and the need for responsible clinical integration.
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Discover how Benjamin Graham’s timeless principle of “margin of safety” can guide doctors and professionals toward building resilient passive income streams. Learn through Indian and global examples how conservative investing protects your future, even when the market doesn’t go as planned.
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