A corpus-only AUC diagnostic for pooled speech-based depression detection

Cezary Polak, Milosz Dudek, Daria Hemmerling

When clinical speech corpora are pooled for evaluation, corpus membership can itself become predictive if class prevalences differ across sources. We derive the AUC of an oracle pr…