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Expert Explains: ‘AI debate has moved from use to accountability… that is progress’

16 Feb 2026
2 min

Artificial Intelligence in the Health Sector

The integration of Artificial Intelligence (AI) in the health sector presents significant opportunities, particularly at the community level. It has the potential to enhance health literacy and democratize access to medical information.

Project Genesis: Translating AI to Clinical Practice

  • A pivotal moment in AI application arose from an incident where a chatbot provided an inaccurate medical response due to training limitations, highlighting the need for better AI systems in low-resource languages.
  • LiGHT initiated the MOOVE project, focusing on evaluating AI in real clinical settings to enhance its contextual relevance.

Response in Under-Resourced Communities

  • Communities with limited resources respond pragmatically, valuing tools that are reliable, accessible, and function offline.
  • There is a strong demand for systems that do not add administrative burdens and enhance patient care.
  • Concerns about data ownership and governance are rising, with a push towards co-design and transparent validation.

Potential Disruptions in Developing Economies

  • AI could significantly disrupt healthcare at the community level by improving patient navigation and access to reliable information.
  • The main challenges are not user proficiency but rather AI's accuracy in low-resource languages and sensitivity to cultural nuances.

Risks with Generative AI Platforms

  • There is uncertainty about how these tools influence health decisions and behaviors due to a lack of systematic evidence.
  • Policies need careful framing to avoid being either overly restrictive or permissive.

Debate on AI Control and Accountability

  • The debate has evolved to focus on control, benefits, and accountability of AI usage.
  • Criticism of extractive AI models is often justified, stressing the need for public data to benefit the public good.
  • Initiatives like Apertus show the potential of fully open models, advocating for transparency and shared control.
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RELATED TERMS

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Open Models (AI)

AI models that are transparent in their design, data, and algorithms, allowing for public scrutiny and collaborative development. Initiatives promoting open models emphasize shared control and benefits.

Extractive AI Models

AI models that primarily benefit private entities by extracting value from public data or resources. Criticism often focuses on the need for such models to instead serve the public good.

Health Literacy

The degree to which individuals have the capacity to obtain, process, and understand basic health information and services needed to make appropriate health decisions. AI integration aims to improve this, especially at the community level.

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