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S. Shelly

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Review Open access Sep 2026

DiagnosticXchange: an open-source framework for evaluating safety, efficiency, and diagnostic reasoning in clinical AI systems.

OBJECTIVE To develop and validate an open-source evaluation framework that assesses clinical AI diagnostic systems across multiple clinically relevant dimensions (accuracy, cost, time, invasiveness, physician effort, and safety behaviors), addressing the limitations of accuracy-only benchmarks. MATERIALS AND METHODS...

M. Sorka, A. Gorenshtein, H. Abramovitch et al. · 0 citations
Review Open access Jul 2026

Voice, Speech, and Large Language Models in Neurology: From Acoustic Biomarkers to Conversational AI

The field is moving toward integrated speech-language assessment, but the gap between technical capability and clinical utility remains wide, and closing it requires diverse multilingual datasets, standardized benchmarks, prospective validation, and ethical governance.

S. Shelly · 0 citations

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