Table · dataset · 2026

<p>Examples of best rules for predicting long liver (top) and prostate (bottom) MRI exams, with individual features highlighted. These rules were discovered by RL-XAI algorithms, which identified the optimal choices of variables and thresholds. Impact was defined as rule frequency multiplied by its average difference in duration – the impact on shortening the entire workflow. {} with arrows indicate specific acquisition subsequences contributing to longer scan times. Numbers in parentheses are 95% confidence intervals computed via 10,000 bootstrap samples. “3T Vida” refers to the specific scanner model, (shims, coils) – to scanner hardware settings, and (tse, haste, fl3d_vibe, ep2d_diff) and similar – to various scanning sequences performed by MRI scanner.</p>

Listed in figshare

<p>Examples of best rules for predicting long liver (top) and prostate (bottom) MRI exams, with individual features highlighted.