entity · derived
Dataset bias
Derived node: assembled mechanically from the claims carrying dataset-bias. A roster, not an adjudicated definition.
Every claim under this term
- 5095633-010 : When a training dataset disproportionately represents one region or demographic group, the resulting model produces skewed and sometimes inappropriate outputs once deployed in unfamiliar settings.
- 5095633-015 : In healthcare, biased or stale training data produces algorithms that misdiagnose underrepresented populations and thereby reinforce existing health disparities instead of reducing them.