{"slug": "bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai", "title": "Bristol researchers say medicine already knows how to handle black boxes and AI could learn from it", "summary": "Researchers at the University of Bristol proposed a \"Learning Ensemble\" framework that adapts pharmaceutical approval practices to evaluate medical AI systems across three areas: system limits, fairness across patient groups, and clinical fit. The framework aims to catch models that perform well technically but could be dangerously wrong in clinical settings.", "body_md": "Researchers at the University of Bristol want to make medical AI systems safer by borrowing from how drugs get approved. Their \"Learning Ensemble\" framework defines three areas to check, including system limits, fairness across patient groups, and clinical fit. The goal is to catch models that work technically but can still be dangerously wrong in the clinic.\n\nThe article [Bristol researchers say medicine already knows how to handle black boxes and AI could learn from it](https://the-decoder.com/bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai-could-learn-from-it/) appeared first on [The Decoder](https://the-decoder.com).", "url": "https://wpnews.pro/news/bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai", "canonical_source": "https://the-decoder.com/bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai-could-learn-from-it/", "published_at": "2026-09-21 14:06:28+00:00", "updated_at": "2026-09-21 14:22:59.221585+00:00", "lang": "en", "topics": ["ai-safety", "ai-ethics", "artificial-intelligence"], "entities": ["University of Bristol", "Learning Ensemble"], "alternates": {"html": "https://wpnews.pro/news/bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai", "markdown": "https://wpnews.pro/news/bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai.md", "text": "https://wpnews.pro/news/bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai.txt", "jsonld": "https://wpnews.pro/news/bristol-researchers-say-medicine-already-knows-how-to-handle-black-boxes-and-ai.jsonld"}}