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AI Assessment and Management of Visceral Aneurysms Using ChatGPT-4o-mini: A Pilot Study Examining the Feasibility of Automating the AI Validation Process

2026·0 Zitationen·The American Surgeon
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6

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2026

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Abstract

< 0.0001), with the greatest discrepancy in the partially correct category. Most AI-generated questions were of good quality (56%), though 44% were considered leading questions.ConclusionAn automated validation framework for AI-generated clinical responses is feasible. However, the 67% correctness rate and systematic AI self-overestimation indicate that current LLMs remain unsuitable for independent clinical use, reinforcing the need for expert oversight. The integration of Python-driven automation, structured AI inference, and expert review holds promise for increasing the efficiency of evaluating LLMs at-scale across clinical domains.

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Artificial Intelligence in Healthcare and EducationAortic aneurysm repair treatmentsMachine Learning in Healthcare
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