Table 3.
Predicted risk and model performance statistics for external validation of the entire CCIS cohort and for ICU subtype groups
n | Observed ICU mortality | Predicted risk of death in ICU before intercept recalibration | Predicted risk of death in ICU after intercept recalibration | Calibration in the large before intercept recalibration (95% CI) | Calibration in the large after intercept recalibration (95% CI) | Calibration slope (βrisk) | Discrimination (C-statistic) (95% CI) |
||||
---|---|---|---|---|---|---|---|---|---|---|---|
(n) | % | Mean (SD) | Median [IQR] |
Mean (SD) | Median [IQR] |
||||||
All Level 3 units | 121,201 | 13,594 | 11.2 |
14.4 (14.7) |
8.7 [3.9–18.7] |
11.2 (12.5) |
6.3 [2.8–14.0] |
− 0.343 (− 0.362 to − 0.324) |
0.001 (− 0.018 to 0.021) |
1.019 (1.001 to 1.037) |
0.807 (0.804 to 0.811) |
Teaching hospitals – medical/surgical units | 28,894 | 4711 | 16.3 |
15.5 (15.2) |
10.4 [4.2–20.8] |
16.3 (15.7) |
10.8 [4.6–22.2] |
0.070 (0.036 to 0.105) |
− 0.000 (− 0.035 to 0.034) |
0.909 (0.878 to 0.941) |
0.781 (0.774 to 0.788) |
Community hospitals – medical/surgical units with high ventilator patient day rate* | 33,653 | 5398 | 16.0 |
16.4 (17.1) |
10.0 [3.7–22.3] |
16.1 (16.9) |
9.6 [3.6–21.6] |
− 0.037 (− 0.069 to − 0.004) |
− 0.006 (− 0.038 to 0.027) |
0.982 (0.953 to 1.011) |
0.816 (0.810 to 0.822) |
Community hospitals – medical/surgical units with low ventilator patient day rate* | 23,597 | 2100 | 8.9 |
11.6 (12.7) |
7.5 [3.5–16.3] |
9.1 (10.7) |
5.5 [2.5–12.5] |
− 0.350 (− 0.399 to − 0.302) |
− 0.032 (− 0.080 to 0.016) |
1.048 (1.003 to 1.093) |
0.810 (0.801 to 0.819) |
Cardiac /cardiovascular units | 18,929 | 608 | 3.2 |
14.6 (12.4) |
11.4 [7.3–16.3] |
3.0 (3.8) |
1.9 [1.3–3.0] |
− 1.799 (− 1.883 to − 1.716) |
0.064 (− 0.019 to 0.147) |
1.062 (0.980 to 1.144) |
0.768 (0.747 to 0.789) |
Coronary care units | 15,159 | 746 | 4.9 |
12.4 (12.8) |
7.7 [3.5–17.1] |
5.0 (6.6) |
2.6 [1.2–6.3] |
− 1.148 (− 1.225 to − 1.070) |
− 0.011 (− 0.088 to 0.067) |
1.232 (1.156 to 1.307) |
0.850 (0.836 to 0.863) |
*Ventilator patient day rate = (ventilator days / patient care days) *100; based on fiscal year 2016–2017; mean rate = 43.61%; β = standardized regression (beta) coefficient; CCIS = Critical Care Information System; CI = confidence interval; ICU = intensive care unit; IQR = interquartile range; SD = standard deviation