main webpage W Topic Risk arXiv (Cornell University) Diagnosing Hallucination Risk in AI Surgical Decision-Support: A Sequential Framework for Sequential Validation 2025 Large language models (LLMs) offer transformative potential for clinical decision support in spine surgery but pose significant risks through hallucinations, which are factually inconsistent or contextually misaligned outputs that may compromise patient safet… Article Open Risk Open Article Page

Risk

Possibility of something bad happening Risk is the possibility of something bad happening, comprising a level of uncertainty about the effects and implications of an activity, particularly negative and undesirable consequences. Risk theory, assessment, and management are applied but substantially differ in different practice areas, such as business, economics, environment, finance, information technology, health, insurance, safety, security, and privacy. The international standard for risk management, ISO 31000, provides general guidelines and principles on managing risks faced by organizations. … Critical Symbolic Virtual Narrative Open Risk Open Article Page

Exploring foci of: arXiv (Cornell University) Diagnosing Hallucination Risk in AI Surgical Decision-Support: A Sequential Framework for Sequential Validation 2025 Large language models (LLMs) offer transformative potential for clinical decision support in spine surgery but pose significant risks through hallucinations, which are factually inconsistent or contextually misaligned outputs that may compromise patient safety. This study introduces a clinician-centered framework to quantify hallucination risks by evaluating diagnostic precision, recommendation quality, reasoning robustness, output coherence, and knowledge alignment. We assessed six leading LLMs across 30 expert-v… Open Article Page

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Explore Risk W Topic Risk arXiv (Cornell University) Diagnosing Hallucination Risk in AI Surgical Decision-Support: A Sequential Framework for Sequential Validation 2025 Large language models (LLMs) offer transformative potential for clinical decision support in spine surgery but pose significant risks through hallucinations, which are factually inconsistent or contextually misaligned outputs that may compromise patient safet… Article Critical Symbolic Virtual Narrative Open Risk Open Article Page