Confidence-aware AI assessment — models that report uncertainty alongside scores — is examined in confidence-aware-student-drawing-assessment, cong-confidence-asag-2026, and llm-psychometric-calibration-cdp: calibrated confidence improves trust and enables appropriate delegation (trust-calibration, ai-ed-evaluation).