Table 5. Unifactorial and multifactorial associations of tertile of Trust research funding, patient recruitment to studies, structures and processes with risk adjusted mortality.
Unifactorial | Multifactorial | ||
---|---|---|---|
Resource measure by tertile | Odds Ratio of Death (Confidence interval) | Odds Ratio of Death (Confidence interval) | |
Research funding | Lowest | 1.156 (1.144–1.168) p<0.0001 | 1.050 (1.033–1.068) p<0.0001 |
Middle | 1.135 (1.123–1.147) p<0.0001 | 1.040 (1.024–1.055) p<0.0001 | |
Highest | 1 | 1 | |
Lowest | 1.056 (1.043–1.068) p<0.0001 | 1.069 (1.052–1.086) p<0.0001 | |
Patients recruited to studies | Middle | 1.056 (1.044–1.069) p<0.0001 | 1.085 (1.070–1.100) p<0.0001 |
Highest | 1 | 1 | |
Total doctor staffing | Lowest | 1.152 (1.140–1.164) p<0.0001 | 1.089 (1.069–1.109) p<0.0001 |
Middle | 1.098 (1.086–1.109) p<0.0001 | 1.061 (1.047–1.076) p<0.0001 | |
Highest | 1 | 1 | |
Total nurse staffing | Lowest | 1.100 (1.089–1.112) p<0.0001 | 0.960 (0.944–0.975) p<0.0001 |
Middle | 1.038 (1.028–1.048) p<0.0001 | 0.985 (0.973–0.998) p = 0.0001 | |
Highest | 1 | 1 | |
Total critical care beds | Lowest | 1.060 (1.050–1.072) p<0.0001 | 0.964 (0.951–0.978) p<0.0001 |
Middle | 1.065 (1.054–1.076) p<0.0001 | 1.006 (0.993–1.020) p = 0.3888 | |
Highest | 1 | 1 | |
Total radiodiagnostics | Lowest | 1.096 (1.086–1.107) p<0.0001 | 1.036 (1.022–1.050) p<0.0001 |
Middle | 1.068 (1.058–1.079) p<0.0001 | 1.055 (1.043–1.067) p<0.0001 | |
Highest | 1 | 1 | |
Operating theatres | Lowest | 1.129 (1.119–1.140) p<0.0001 | 1.064 (1.049–1.079) p<0.0001 |
Middle | 1.084 (1.073–1.094) p<0.0001 | 1.034 (1.022–1.047) p<0.0001 | |
Highest | 1 | 1 | |
Operational expenditure | Lowest | 1.158 (1.146–1.170) p<0.0001 | 1.044 (1.028–1.061) p<0.0001 |
Middle | 1.093 (1.082–1.104) p<0.0001 | 1.012 (0.999–1.026) p = 0.0792 | |
Highest | 1 | 1 | |
Teaching hospital status | Non-teaching | 1.076 (1.066–1.086) p<0.0001 | 0.956 (0.942–0.971) p<0.0001 |
Teaching | 1 | 1 |
Of note the association between research funding, patient recruitment and mortality persists in the multifactorial model. The goodness of fit c-statistic (area under the receiver operating characteristic curve) for the multifactorial model is 0.81.