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Playbook · Science & Research

Applying the Bradley-Terry model to AI-assisted competitive ranking

Using pairwise comparison and a statistical ranking algorithm to evaluate creative and technical submissions — a methodology for reducing scoring bias in structured competitions.

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A six-month study of three emergency departments piloting LLM-assisted triage. We document where copilots reduced documentation load, where they introduced new failure modes, and the review protocols clinicians asked for.