Improving Medical Communication using Rubric-Guided Counterfactual Recommendations

In three linesLM-guided counterfactual recommendation pipeline to improve medical communication in text-based telemedicine. System identifies interpretable features (tone, personalization, clarity, completeness) and recommends minimal communication changes predicted to increase positive feedback (+6.41% mean gain). Modifications preserve medical content and physician control.

Summary generated by Claude — human-verified