Table 4.
Prediction model | Discrimination AUC (95% CI) | Calibration H-L p value | Precision Brier score |
---|---|---|---|
All patients (n=842) | |||
APACHE IIa | 0.76 (0.73–0.79) | <0.001 | 0.248 |
IMPACT corea | 0.78 (0.75–0.81) | <0.001 | 0.193 |
IMPACT extendeda | 0.79 (0.76–0.82) | 0.006 | 0.190 |
IMPACT laba | 0.79 (0.76–0.82) | 0.078 | 0.188 |
Development sample (n=421) | |||
APACHE IIa | 0.74 (0.69–0.79) | <0.001 | 0.250 |
IMAPCT corea | 0.75 (0.71–0.79) | <0.001 | 0.234 |
IMPACT extendeda | 0.76 (0.72–0.80) | 0.008 | 0.202 |
IMPACT laba | 0.76 (0.72–0.81) | 0.008 | 0.199 |
IMPACTcore-APACHE II | 0.78 (0.74–0.82) | 0.283 | 0.190 |
IMPACText-APACHE II | 0.79 (0.74–0.83) | 0.327 | 0.188 |
IMPACTlab-APACHE II | 0.79 (0.74–0.83) | 0.318 | 0.188 |
Validation sample (n=421) | |||
APACHE IIa | 0.78 (0.74–0.82) | <0.001 | 0.245 |
IMAPCT corea | 0.81 (0.77–0.85) | <0.001 | 0.227 |
IMPACT extendeda | 0.82 (0.78–0.85) | 0.221 | 0.177 |
IMPACT laba | 0.82 (0.78–0.86) | 0.712 | 0.177 |
IMPACTcore-APACHE II | 0.83 (0.79–0.87) | 0.476 | 0.170 |
IMPACText-APACHE II | 0.83 (0.80–0.87) | 0.037 | 0.167 |
IMPACTlab-APACHE II | 0.83 (0.80–0.87) | 0.439 | 0.168 |
The predicted risk of six-month unfavorable outcome using the new models can be calculated by the equation: 1/(1+e-logit), where the logit is defined as:
logitIMPACTcore-APACHE II=−3.363+0.198 * IMPACTcore sumscore+0.113 * APACHE II score
logitIMPACText-APACHE II=−3.551+0.175 * IMPACText sumscore+0.105 * APACHE II score
logitIMPACTlab-APACHE II=−3.732+0.162 * IMPACTlab sumscore+0.099 * APACHE II score
Original models.
AUC, area under the curve; CI, confidence intervals; H-L, Hosmer-Lemeshow Ĉ-test (goodness of fit); APACHE, Acute Physiology and Chronic Health Evaluation; IMPACT, International Mission for Prognosis and Analysis of Clinical Trials in TBI.