94 studies were identified (n=2,652). The pooled detection of covert consciousness was 32.8% (95% CI 28.7–37.3; I²=76.6%). Cognitive-motor dissociation (active task) was detected at 31.5% (95% CI 26.0–37.6; k=61). Covert cortical processing (passive paradigm) detected at 35.0% (95% CI 27.9–42.8; k=25). By modality, EEG (including brain-computer interfaces) exceeded fMRI (active task: 36.1%, 95% CI 28.1-45, k=37 vs 22.1%, 15.6–30.4, k=16). Detection rate was lower in acute settings in comparison to chronic (23.4%, 95% CI 16.6–31.9; k=14 vs 28.7–39.5; k=65). In meta-regression, greater analytic stringency (i.e. more conservative positivity rules) was associated with lower detection (β=−0.514, p<0.001), while more EEG sessions per patient predicted higher detection (β=0.858, p<0.001). In BCI studies, higher accuracy thresholds were linked to lower pooled detection (β=−1.119, p=0.023). On follow-up, covertly conscious patients had larger CRS-R gains (Hedges g=1.40, 95% CI 0.44–2.37; k=8).