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. 2026 Oct 2;5:e94109. doi: 10.2196/94109

Table 1.

Distribution of translational readiness characteristics across included studies (n=92).

Dimension and category Studies, n (%)
TRLa level

Level 3 71 (77.2)

Level 4 19 (20.7)

Level 5 1 (1.1)

Level 7 1 (1.1)
Yang autonomy level

Level 0 89 (96.7)

Level 1 3 (3.3)
Real-time capability

Offline 53 (57.6)

Near-real-time 16 (17.4)

Real-time 23 (25.0)
Interpretability

None 21 (22.8)

Post hoc 5 (5.4)

Built-in 66 (71.7)
Adaptivity

None 84 (91.3)

Skill-stratified 2 (2.2)

Adaptive 6 (6.5)
Validation environment

Simulation only 14 (15.2)

Laboratory/cadaver 39 (42.4)

Clinical 26 (28.3)

Mixed 13 (14.1)
External validation

No 35 (38)

Cross-task 24 (26.1)

Cross-dataset 19 (20.7)

Cross-site 14 (15.2)
Clinical integration

Brief 78 (84.8)

Detailed 14 (15.2)

aTRL: technology readiness level.