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. 2020 Sep 15;37(12):781–786. doi: 10.1136/emermed-2019-208849

Table 1.

Results of the fixed effects multivariate regression

Effect on the proportion of patients waiting over 4 hours (in percentage points change) Model (a) 95% CIs Model (b) 95% CIs
Hospital factors Bed occupancy:
 85% 0 (0.000 to 0.000)
 86% 0.012 (−0.001 to 0.025)
 87% 0.009 (−0.002 to 0.020)
 88% 0.027*** (0.015 to 0.038)
 89% 0.023*** (0.012 to 0.035)
 90% 0.035*** (0.022 to 0.047)
 91% 0.035*** (0.023 to 0.047)
 92% 0.039*** (0.026 to 0.052)
 93% 0.043*** (0.029 to 0.056)
 94% 0.049*** (0.036 to 0.063)
 95% 0.052*** (0.038 to 0.066)
 96% 0.060*** (0.046 to 0.074)
 97% 0.062*** (0.047 to 0.077)
 98% 0.071*** (0.056 to 0.086)
 99% 0.084*** (0.068 to 0.100)
 100% 0.093*** (0.075 to 0.111)
Admissions:discharges ratio 0.037*** (0.017 to 0.057)
L1.admissions:discharges ratio 0.047*** (0.034 to 0.059)
L2.admissions:discharges ratio 0.054*** (0.042 to 0.067)
Daily admissions ratio 0.081*** (0.063 to 0.100)
Total admissions 0.000 (−0.000 to 0.000)
Senior doctors −0.047 (−0.270 to 0.177) −0.038 (−0.272 to 0.197)
Inpatient types Long-stay patients 0.069* (0.008 to 0.130) 0.128*** (0.064 to 0.192)
Influenza 0.384 (−0.263 to 1.031) 0.485 (−0.125 to 1.095)
Control variables Yes Yes
Observations 11 790 11 544
R 2 0.263 0.230

We analysed two adaptations of the model: model (a), which included indicator variables indicating the bed occupancy level in percentage points and the daily admissions ratio; and model (b), which omitted bed occupancy variables and instead included continuous variables measuring the patient flows that determined occupancy: total daily admissions and admissions to discharges ratio. Other control variables are the same in both models. 95% confidence intervals in brackets. Clustered standard errors. The results for the bed occupancy intervals below and equal to 85% are grouped in the 85% category—only 6% of observations of bed occupancy were below that level and the results of the regression on those intervals were not significant. Full tables can be found in the supplementary online material.

*p < 0.05, **p < 0.01, ***p < 0.001.