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Mapping of QA approaches to quality threats for AI in diagnostic imaging
| Correctness | Model relevance | Robustness | Fairness | Interpretability | |
|---|---|---|---|---|---|
| Supervised local performance evaluation | • | • | • | • | |
| Input and output data shift detection | • | • | |||
| Auxiliary human/AI triage | • | • | • | ||
| Interactive verification | • | • | • | • | |
| Manual spot check review | • | • | • | • | |
| Clinical output analysis | • | • | • | • | |
| Issue-targeted scrutiny | • | • | • | • | • |
