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Open-source LLMs exhibit significant, unpredictable counterfactual bias in clinical triage, with fine-tuning proving more effective than model size or medical pretraining for bias reduction.
Forget giant LLMs: fine-tuned small language models can actually *beat* GPT-4o on critical clinical tasks like emergency triage.