CMR-EXTR extracts structured data from CMR reports at 99.65% variable-level accuracy using teacher-student LLM distillation and three-principle uncertainty estimation for quality control.
Comparative analysis of privacy- preserving open-source LLMs regarding extraction of diagnostic information from clinical CMR imaging re- ports
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Uncertainty-Aware Structured Data Extraction from Full CMR Reports via Distilled LLMs
CMR-EXTR extracts structured data from CMR reports at 99.65% variable-level accuracy using teacher-student LLM distillation and three-principle uncertainty estimation for quality control.