Fig. 1
From: A surgical approach to building impactful artificial intelligence

Non-technical performance factors influencing real-world performance: key non-technical factors influencing AI performance in healthcare, with validated measures used in evaluation. These metrics align with IDEAL and DECIDE-AI frameworks to ensure rigorous assessment in clinical implementation.