Table 5. Performance of selected comorbidity measures in assessing the association between comorbidity and selected outcome measures (Victoria).
Model | Ln (ICU1 hours)2 | Ln (MV3 hours)4 | Number of complications5 | |||
---|---|---|---|---|---|---|
Adjusted R2 | Model fit AIC | Adjusted R2 | Model fit AIC | Mc. Fadden's Adjusted R2 | Model fit AIC | |
(i) Baseline model | 0.104 | 14591 | 0.145 | 7815 | 0.029 | 106849 |
(ii) Baseline model + selected comorbidities (individually modelled with binary representation) | 0.121 | 14498 | 0.164 | 7763 | 0.036 | 106142 |
(iii) Baseline model + selected comorbidities (modelled as a weighted summed score)6 | 0.121 | 14492 | 0.152 | 7795 | 0.032 | 106584 |
(iv) Baseline model + comorbidity using CCI weights | 0.108 | 14572 | 0.147 | 7809 | 0.031 | 106639 |
(v) Baseline model + comorbidity using Quan weights | 0.107 | 14577 | 0.147 | 7810 | 0.030 | 106720 |
(vi) Baseline model + ECM | 0.130 | 14471 | 0.178 | 7752 | 0.036 | 106103 |
1. ICU–intensive care unit
2. Baseline model includes age, sex, injury severity, injury type and body region; outcome = ICU stay hours (Ln transformed linear model)
3. MV–mechanical ventilator
4. Baseline model includes age, sex and injury severity; outcome = MV hours (Ln transformed linear model)
5. Baseline model includes age, sex, injury type, injury severity and body region; outcome = number of complications for those with at least one complication (negative binomial model)
6. See Methods for weight calculation, excludes weights resulting from an odds <1.2, rounded weights used
See Table 6 for selected comorbidities for each outcome