An empirical benchmark for evaluating clinical triage systems that assesses explanation quality alongside decision outcomes, and provides a reproducible, checkpoint-based evaluation pipeline and outline a roadmap for bias stress-testing, hallucination mitigation, and open benchmark release.
Retrieval-based evidence verification provides a reproducible and transparent approach for evaluating the reliability of AI-generated medical information, with direct relevance to digital health practice, evidence-based medicine, and medical informatics.
A fine-grained hallucination classification framework based on medical knowledge graphs is proposed and a three-tier risk stratification scheme that references FDA medical AI software risk classification standards is established, highlighting the unique characteristics of the medical domain.
A narrative review distinguishes fabrication, the invention of an entirely non-existent source, from unfaithfulness, the citation of a genuine source in support of a claim it does not contain, and argues that the two failure modes require different detection strategies.
M. Rana, M. Alkhlewi, Turki Abdulaziz Alsohaibani et al.· European Journal of Prosthod...· 0 citations
Addressing confidence in deploying LLM-derived ratings as a scalable, multilingual tool for schizophrenia research and clinical practice would strengthen confidence in deploying LLM-derived ratings as a scalable, multilingual tool for schizophrenia research and clinical practice.
George Chatzisofroniou, Alex S. Cohen· Schizophrenia bulletin· 0 citations
This study provides a framework for evaluating LLMs in psychiatry and supporting their safe, evidence-based integration into mental health practice and is anticipated to improve diagnostic accuracy, especially among non-specialists.
Vittorio De Vita, Bianca Destro Castaniti, Antonio Cristiano et al.· Monolith alpha· 0 citations
This work investigates how large language models reason about responsibility and its consequences, tracing their judgments across successive levels, from the behavior, to the resulting illness, to the denial of care.
Hadi Hosseini, Samarth Khanna, Leona Pierce· Proceedings of the AAAI/ACM...· 0 citations
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