Configuring large language models to deliver patient-facing explanations of pathology reports.

In contrast, prompting alone did not improve performance: The base GPT-5 model was modestly preferred over GPT-5_p, although this difference did not reach statistical significance (difference, 0.28; P = .08; 57% win rate).

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