Collapsibility of Performance Metrics in Clinical Predictive AI
The AUC is shown to be non-collapsible because it decomposes into within- and cross-group AUC terms when subpopulations coexist, such that its overall value may fall outside the range of subgroup specific AUCs.
João Matos, B. van Calster, Richard D. Riley et al.
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