Author

C. Lunny

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#artificial intelligence Preprint Oct 2026

When the Same Prompt Gives Different Answers (and the Same Answer Isn't Always Right): A Taxonomy of Failure Mechanisms, Testing, and Mitigation Strategies for LLM-Assisted Evidence Synthesis Read-and-Evaluate Tasks

Why repeatability or accuracy does not rule out a hidden judgement failure and why human evaluation should assess whether a judgement is grounded in the supplied evidence, independent of inappropriate external influence, and produced through a process that can be examined and verified are shown.

C. Lunny, Ian Goodman, S. Berrone et al. · 0 citations

Review Open access Sep 2026

Risk of bias in network meta-analyses of interventions for knee and hip osteoarthritis published in leading general medical and specialty journals: A methodological study using the RoB NMA tool.

Knee and hip OA NMAs published in leading journals frequently exhibit limitations in intervention grouping and assessment of transitivity, potentially affecting their validity, and future OA NMAs should implement transparent node-making and assess transitivity a priori by examining key clinical and methodological study...

T. Schleimer, S. Kaczorowski, Florian Teichert et al. · Osteoarthritis and Cartilage · 0 citations