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The Clinician and Dataset Shift in Artificial Intelligence

📅 Published: July 14, 2021 👤 Samuel G. Finlayson, Adarsh Subbaswamy, Karandeep Singh et al. 📖 New England Journal of Medicine 📊 639 citations
AI-Generated Summary

Dataset Shift in Clinical Trials This letter outlines how to identify, and potentially mitigate, common sources of “dataset shift” in machine-learning systems.

⚡ This is an original paraphrased summary — not copied from the abstract. Full paper available at the source link below.

Key Findings
  • 1 This occurs when the model “training ...
Why It Matters

This research advances how AI systems learn, reason, and solve problems — with direct implications for automation and scientific discovery.

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Article Details
Source OpenAlex
Category 🤖 Artificial Intelligence
Published Jul 14, 2021
Journal New England Journal of Medicine
DOI 10.1056/nejmc2104626
Citations 639
Authors Samuel G. Finlayson, Adarsh Subbaswamy, Karandeep Singh, John Bowers, Annabel Kupke