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Verified survey-country metadata boosts LLM predictive accuracy, but random labels can mislead forecasts without any benefit.
AI-generated liver MRI reports can achieve 76% case-level sensitivity and are rated clinically acceptable by radiologists, challenging the status quo of manual reporting.