From: Accommodating heterogeneous missing data patterns for prostate cancer risk prediction
Method | CIL | (95% CI) | AUC | (95% CI) |
---|---|---|---|---|
Available cases | -2.9 | (-4.0, -1.8) | 75.7 | (74.4, 77.1) |
Iterative BIC selection | -8.6 | (-9.7, -7.5) | 75.4 | (74.0, 76.8) |
Cohort ensemble | -7.1 | (-8.2, -6.0) | 76.4 | (75.1, 77.7) |
Categorization | 3.5 | (2.4, 4.6) | 76.6 | (75.2, 77.9) |
Missing indicator | 4.2 | (3.1, 5.3) | 77.4 | (76.1, 78.7) |
Imputation | -13.3 | (-14.4, -12.2) | 75.9 | (74.5, 77.2) |