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Prof Gillie Gabay
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Join date: Oct 29, 2024
Posts (43)
Sep 3, 2026 ∙ 6 min
The Human-AI Translation Gap in Healthcare
Generative AI performs strongly with structured clinical data but struggles to interpret the informal, culturally diverse language patients use to describe symptoms, creating risks for safety, efficiency, liability, and health equity. Successful deployment requires real-world validation, human oversight, continuous monitoring, and patient-centered interfaces designed around natural communication.
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Sep 2, 2026 ∙ 5 min
AI Integration in Healthcare Systems, Clinical Challenges, Governance, and Liabilities
AI offers major opportunities for healthcare but remains vulnerable to serious failures when moved from controlled testing into real clinical settings. Safe integration requires strong clinical leadership, human oversight, rigorous validation, cybersecurity controls, and clear liability frameworks, ensuring that technological innovation never bypasses patient safety or medical governance.
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Aug 26, 2026 ∙ 4 min
Translating Clinical Evidence, Regulatory Loopholes, Workforce and Health Economics in AI Deployment
Clinical AI performs impressively in controlled benchmarks but remains unreliable in real-world healthcare, with risks involving diagnostic bias, unsafe triage, skill degradation, and rising short-term costs. Safe deployment requires rigorous clinical validation, adaptive regulation, continuous oversight, and clear human accountability.
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