Fig. 5: SAIS can be used today to assess the skill-level of surgical trainees.
From: Human visual explanations mitigate bias in AI-based assessment of surgeon skills

a SAIS exhibits an underskilling bias against male medical students when assessing the skill-level of needle handling. b TWIX improves the worst-case NPV, and thus mitigates the underskilling bias. c TWIX simultaneously improves SAIS' ability to perform skill assessment.