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. 2023 Mar 30;6:54. doi: 10.1038/s41746-023-00766-2

Fig. 6. Visual definition of underskilling and overskilling bias in the context of binary skill assessment.

Fig. 6

Whereas an underskilling bias is reflected by a discrepancy in the negative predictive value of AI-based predictions across sub-cohorts of surgeons (e.g., s1 = novice and s2 = expert), and overskilling bias is reflected by a discrepancy in the positive predictive value.