Table 4.
Adjusted multinomial logistic regression of factors associated with segment assignment for 269 248 participants with non-missing data
| Segment | RRR | SE | Z-score | P value | 95% CI | |
| I: very low | Gender | Base outcomes | ||||
| Female | ||||||
| Age (years) | ||||||
| Under 1 | ||||||
| Ethnicity | ||||||
| Asian or Asian British | ||||||
| IMD quintile | ||||||
| 1 (most deprived) | ||||||
| LTCs | ||||||
| None | ||||||
| II: low; GP | Gender | |||||
| Male | 0.93 | 0.01 | −7.29 | <0.001 | 0.91 to 0.95 | |
| Age (years) | ||||||
| 1–2 | 0.90 | 0.04 | −2.75 | 0.01 | 0.83 to 0.97 | |
| 3–4 | 0.65 | 0.03 | −11.13 | <0.001 | 0.60 to 0.70 | |
| 5–10 | 0.39 | 0.01 | −26.36 | <0.001 | 0.37 to 0.42 | |
| 11–15 | 0.30 | 0.01 | −33.68 | <0.001 | 0.28 to 0.32 | |
| Ethnicity | ||||||
| White | 0.74 | 0.01 | −22.10 | <0.001 | 0.73 to 0.76 | |
| Mixed | 1.06 | 0.02 | 3.20 | <0.001 | 1.02 to 1.09 | |
| Other ethnic groups | 0.83 | 0.01 | −10.52 | <0.001 | 0.80 to 0.86 | |
| Black or Black British | 0.85 | 0.02 | −8.10 | <0.001 | 0.82 to 0.88 | |
| IMD quintile | ||||||
| 2 | 0.89 | 0.01 | −7.45 | <0.001 | 0.86 to 0.91 | |
| 3 | 0.83 | 0.01 | −11.27 | <0.001 | 0.80 to 0.85 | |
| 4 | 0.78 | 0.01 | −13.33 | <0.001 | 0.75 to 0.81 | |
| 5 (least deprived) | 0.82 | 0.02 | −8.10 | <0.001 | 0.79 to 0.86 | |
| LTCs | ||||||
| One or more | 2.29 | 0.05 | 35.17 | <0.001 | 2.19 to 2.40 | |
| Constant | 2.96 | 0.11 | 28.26 | <0.001 | 2.74 to 3.19 | |
| III: moderate; GP | Gender | <0.001 | ||||
| Male | 0.91 | 0.01 | −8.23 | <0.001 | 0.88 to 0.93 | |
| Age (years) | <0.001 | |||||
| 1–2 | 0.50 | 0.02 | −18.60 | <0.001 | 0.46 to 0.54 | |
| 3–4 | 0.26 | 0.01 | −36.82 | <0.001 | 0.24 to 0.28 | |
| 5–10 | 0.09 | 0.00 | −73.43 | <0.001 | 0.08 to 0.09 | |
| 11–15 | 0.07 | 0.00 | −78.84 | <0.001 | 0.06 to 0.07 | |
| Ethnicity | <0.001 | |||||
| White | 0.49 | 0.01 | −45.98 | <0.001 | 0.48 to 0.51 | |
| Mixed | 0.70 | 0.01 | −18.41 | <0.001 | 0.67 to 0.73 | |
| Other ethnic groups | 0.67 | 0.01 | −20.45 | <0.001 | 0.64 to 0.70 | |
| Black or black British | 0.63 | 0.01 | −19.98 | <0.001 | 0.60 to 0.66 | |
| IMD quintile | <0.001 | |||||
| 2 | 0.88 | 0.02 | −6.80 | <0.001 | 0.85 to 0.91 | |
| 3 | 0.77 | 0.01 | −13.37 | <0.001 | 0.74 to 0.80 | |
| 4 | 0.67 | 0.01 | −18.28 | <0.001 | 0.64 to 0.70 | |
| 5 (least deprived) | 0.82 | 0.02 | −7.37 | <0.001 | 0.77 to 0.86 | |
| LTCs | <0.001 | |||||
| One or more | 5.80 | 0.13 | 75.59 | <0.001 | 5.54 to 6.07 | |
| Constant | 8.00 | 0.29 | 56.48 | <0.001 | 7.44 to 8.59 | |
| IV: moderate; GP, OP and elective | Gender | <0.001 | ||||
| Male | 1.08 | 0.02 | 5.00 | <0.001 | 1.05 to 1.11 | |
| Age (years) | <0.001 | |||||
| 1–2 | 0.57 | 0.03 | −11.84 | <0.001 | 0.51 to 0.62 | |
| 3–4 | 0.41 | 0.02 | −19.52 | <0.001 | 0.37 to 0.44 | |
| 5–10 | 0.20 | 0.01 | −38.29 | <0.001 | 0.19 to 0.22 | |
| 11–15 | 0.21 | 0.01 | −37.12 | <0.001 | 0.19 to 0.23 | |
| Ethnicity | <0.001 | |||||
| White | 0.78 | 0.02 | −12.86 | <0.001 | 0.75 to 0.81 | |
| Mixed | 1.05 | 0.03 | 1.96 | 0.05 | 1.00 to 1.10 | |
| Other ethnic groups | 0.96 | 0.02 | −1.66 | 0.10 | 0.92 to 1.01 | |
| Black or black British | 0.96 | 0.03 | −1.30 | 0.19 | 0.91 to 1.02 | |
| IMD quintile | ||||||
| 2 | 0.73 | 0.02 | −14.28 | <0.001 | 0.70 to 0.77 | |
| 3 | 0.64 | 0.01 | −19.54 | <0.001 | 0.61 to 0.67 | |
| 4 | 0.55 | 0.01 | −22.59 | <0.001 | 0.52 to 0.58 | |
| 5 (least deprived) | 0.69 | 0.02 | −11.10 | <0.001 | 0.65 to 0.74 | |
| LTCs | <0.001 | |||||
| One or more | 7.01 | 0.17 | 78.05 | <0.001 | 6.67 to 7.36 | |
| Constant | 1.53 | 0.07 | 9.31 | <0.001 | 1.40 to 1.68 | |
| V: moderate; GP and emergency | Gender | <0.001 | ||||
| Male | 1.06 | 0.01 | 4.13 | <0.001 | 1.03 to 1.08 | |
| Age (years) | <0.001 | |||||
| 1–2 | 0.39 | 0.01 | −25.17 | <0.001 | 0.36 to 0.42 | |
| 3–4 | 0.18 | 0.01 | −46.40 | <0.001 | 0.17 to 0.20 | |
| 5–10 | 0.06 | 0.00 | −84.94 | <0.001 | 0.06 to 0.06 | |
| 11–15 | 0.04 | 0.00 | −92.34 | <0.001 | 0.04 to 0.04 | |
| Ethnicity | <0.001 | |||||
| White | 0.66 | 0.01 | −24.96 | <0.001 | 0.63 to 0.68 | |
| Mixed | 0.97 | 0.02 | −1.70 | 0.09 | 0.93 to 1.01 | |
| Other ethnic groups | 0.81 | 0.02 | −9.64 | <0.001 | 0.78 to 0.85 | |
| Black or black British | 0.73 | 0.02 | −12.05 | <0.001 | 0.70 to 0.77 | |
| IMD quintile | <0.001 | |||||
| 2 | 0.80 | 0.02 | −11.67 | <0.001 | 0.77 to 0.83 | |
| 3 | 0.69 | 0.01 | −17.75 | <0.001 | 0.67 to 0.72 | |
| 4 | 0.56 | 0.01 | −24.17 | <0.001 | 0.54 to 0.59 | |
| 5 (least deprived) | 0.59 | 0.02 | −16.85 | <0.001 | 0.56 to 0.63 | |
| LTCs | <0.001 | |||||
| One or more | 4.84 | 0.12 | 61.75 | <0.001 | 4.61 to 5.09 | |
| Constant | 7.59 | 0.28 | 54.18 | <0.001 | 7.06 to 8.17 | |
| VI: high; all services | Gender | |||||
| Male | 1.17 | 0.02 | 7.55 | <0.001 | 1.12 to 1.21 | |
| Age (years) | <0.001 | |||||
| 1–2 | 0.34 | 0.02 | −23.77 | <0.001 | 0.31 to 0.37 | |
| 3–4 | 0.13 | 0.01 | −42.88 | <0.001 | 0.12 to 0.15 | |
| 5–10 | 0.04 | 0.00 | −76.73 | <0.001 | 0.04 to 0.05 | |
| 11–15 | 0.04 | 0.00 | −77.55 | <0.001 | 0.03 to 0.04 | |
| Ethnicity | <0.001 | |||||
| White | 0.69 | 0.02 | −14.05 | <0.001 | 0.65 to 0.73 | |
| Mixed | 0.97 | 0.03 | −0.89 | 0.38 | 0.91 to 1.03 | |
| Other ethnic groups | 0.91 | 0.03 | −2.87 | <0.001 | 0.86 to 0.97 | |
| Black or black British | 0.85 | 0.03 | −4.20 | <0.001 | 0.79 to 0.92 | |
| IMD quintile | <0.001 | |||||
| 2 | 0.72 | 0.02 | −11.83 | <0.001 | 0.68 to 0.76 | |
| 3 | 0.58 | 0.02 | −17.84 | <0.001 | 0.55 to 0.62 | |
| 4 | 0.43 | 0.02 | −23.07 | <0.001 | 0.40 to 0.46 | |
| 5 (least deprived) | 0.50 | 0.02 | −14.11 | <0.001 | 0.46 to 0.55 | |
| LTCs | <0.001 | |||||
| One or more | 14.23 | 0.42 | 90.16 | <0.001 | 13.44 to 15.08 | |
| Constant | 2.55 | 0.12 | 19.84 | <0.001 | 2.32 to 2.79 | |
GP, general practice; IMD, Index of Multiple Deprivation; LTCs, long-term conditions; OP, Outpatient; RRR, relative risk ratio.