Background
Methods
Study participants
Outcome variable
Individual-level PBD
Area (tract)-level indicators
Individual-level covariates
Statistical analyses
Results
Subjects | Individual-level place-based discrimination, yes | Poor self-rated health | ||||
---|---|---|---|---|---|---|
Characteristics | N (%) | N (%) |
P for differencea
| N (%) |
P for differencea
| |
Sex | Male | 1332 (45.0) | 61 (4.6) | <0.01 | 209 (15.7) | <0.01 |
Female | 1631 (55.0) | 130 (8.0) | 195 (12.0) | |||
Age group | 25-34 years | 660 (22.3) | 36 (5.5) | 0.06 | 57 (8.6) | <0.01 |
35-44 years | 820 (27.7) | 50 (6.1) | 94 (11.5) | |||
45-54 years | 680 (22.9) | 59 (8.7) | 107 (15.7) | |||
55-65 years | 803 (27.1) | 46 (5.7) | 146 (18.2) | |||
Perceived place-based discrimination | No | 2772 (93.6) | NA | 359 (13.0) | <0.01 | |
Yes | 191 (6.5) | NA | 45 (23.6) | |||
Working status | Working | 2294 (77.4) | 141 (6.2) | 0.47 | 249 (10.9) | <0.01 |
Not working | 502 (17.0) | 35 (7.0) | 116 (23.1) | |||
Unemployed | 156 (5.3) | 13 (8.3) | 37 (23.7) | |||
Missing | 11 (0.4) | NA | NA | |||
Housing tenure | Home owner | 1705 (57.5) | 108 (6.3) | 0.74 | 181 (10.6) | <0.01 |
Not home owner | 1250 (42.2) | 83 (6.6) | 221 (17.7) | |||
Missing | 8 (0.3) | NA | NA | |||
Education attainment | High school or less | 1311 (44.3) | 102 (7.8) | <0.01 | 232 (17.7) | <0.01 |
College or more | 1646 (55.6) | 89 (5.4) | 171 (10.4) | |||
Missing | 6 (0.2) | NA | NA | |||
Number of friends | 0 | 284 (9.6) | 8 (2.8) | 0.02 | 72 (25.4) | <0.01 |
1-4 | 1171 (39.5) | 72 (6.2) | 175 (14.9) | |||
5 or more | 1480 (50.0) | 107 (7.2) | 153 (10.3) | |||
Missing | 28 (0.9) | NA | NA | |||
Marital status | Married | 1750 (59.0) | 97 (5.5) | 0.02 | 199 (11.4) | <0.01 |
Not married | 1213 (41.0) | 94 (7.8) | 205 (16.9) | |||
Poor self-rated health | No | 2559 (86.4) | 146 (5.7) | <0.01 | NA | |
Yes | 404 (13.6) | 45 (11.1) | NA |
Area-level indicators | Mean (SD) | Median | Min | Max | Pearson correlation coefficients | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
i
|
ii
|
iii
|
iv
|
v
|
vi
| ||||||
i)
| Area-level place-based discrimination, aggregateda (ALPBD), % | 6.9 (9.4) | 3.5 | 0.0 | 50.0 | 1 | 0.17 | 0.55 | 0.23 | 0.21 | 0.63 |
ii)
| Area-level unemployment, aggregateda (ALUEA), % | 5.3 (4.6) | 4.4 | 0.0 | 18.5 | 1 | 0.34 | −0.03 | −0.02 | 0.30 | |
iii)
| Area-level unemployment, censusb (ALUEC), % | 11.4 (4.0) | 11.1 | 3.0 | 28.6 | 1 | 0.27 | 0.36 | 0.90 | ||
iv)
| Area-level not-home-owner, aggregateda (ALNHA), % | 44.1 (20.6) | 40.0 | 8.6 | 100.0 | 1 | 0.80 | 0.43 | |||
v)
| Area-level not-home-owner, censusb (ALNHC), % | 57.2 (18.4) | 55.6 | 18.5 | 97.0 | 1 | 0.51 | ||||
vi)
| Area-level deprivation index, censusb (ALDI), score | 34.9 (18.7) | 31.9 | 0.0 | 100.0 | 1 |
Subjects | Individual-level place-based discrimination, yes | Poor self-rated health | ||||
---|---|---|---|---|---|---|
Area-level indicators | Quartile (range) | N (%) | N (%) |
P for differencea
| N (%) |
P for differencea
|
Area-level place-based discrimination, aggregatedb
| Lowest (0.0-0.0) | 869 (29.3) | 0 (0.0) | <0.01 | 91 (10.5) | <0.01 |
(ALPBD) | 2nd (2.7-3.3) | 632 (21.3) | 19 (3.0) | 82 (13.0) | ||
3rd (3.4-7.4) | 694 (23.4) | 34 (4.9) | 98 (14.1) | |||
Highest (7.7-50.0) | 768 (25.9) | 138 (18.0) | 133 (17.3) | |||
Area-level unemployed, aggregatedb
| Lowest (0.0-2.3) | 728 (24.6) | 49 (6.7) | 0.01 | 111 (15.3) | 0.01 |
(ALUEA) | 2nd (2.6-3.8) | 744 (25.1) | 30 (4.0) | 97 (13.0) | ||
3rd (4.0-8.0) | 716 (24.2) | 49 (6.8) | 75 (10.5) | |||
Highest (8.1-18.5) | 775 (26.2) | 63 (8.1) | 121 (15.6) | |||
Area-level unemployed, censusc
| Lowest (3.0-8.4) | 729 (24.6) | 23 (3.2) | <0.01 | 96 (13.2) | <0.01 |
(ALUEC) | 2nd (8.6-10.3) | 765 (25.8) | 30 (3.9) | 88 (11.5) | ||
3rd (10.8-13.1) | 723 (24.4) | 50 (6.9) | 91 (12.6) | |||
Highest (13.1-28.6) | 746 (25.2) | 88 (11.8) | 129 (17.3) | |||
Area-level not-home-owner, aggregatedb
| Lowest (8.6-26.9) | 737 (24.9) | 32 (4.3) | <0.01 | 76 (10.3) | <0.01 |
(ALNHA) | 2nd (27.3-37.5) | 707 (23.9) | 46 (6.5) | 92 (13.0) | ||
3rd (39.3-57.1) | 774 (26.1) | 48 (6.2) | 118 (15.3) | |||
Highest (57.9-100.0) | 745 (25.1) | 65 (8.7) | 118 (15.8) | |||
Area-level not-home-owner, censusc
| Lowest (18.5-43.2) | 738 (24.9) | 30 (4.1) | <0.01 | 88 (11.9) | 0.17 |
(ALNHC) | 2nd (43.6-54.4) | 734 (24.8) | 43 (5.9) | 92 (12.5) | ||
3rd (54.4-68.5) | 755 (25.5) | 61 (8.1) | 113 (15.0) | |||
Highest (68.9-97.0) | 736 (24.8) | 57 (7.7) | 111 (15.1) | |||
Area-level deprivation index, censusc
| Lowest (0.0-19.9) | 751 (25.4) | 25 (3.3) | <0.01 | 84 (11.2) | <0.01 |
(ALDI) | 2nd (20.5-31.0) | 736 (24.8) | 18 (2.5) | 98 (13.3) | ||
3rd (31.0-46.0) | 731 (24.7) | 43 (5.9) | 81 (11.1) | |||
Highest (46.7-100.0) | 745 (25.1) | 105 (14.1) | 141 (18.9) |
Model 1 | Model 2 | Model 3 | Model 4 | ||||||
---|---|---|---|---|---|---|---|---|---|
Unadjusted model | Age- and sex-adjusted model | Age, sex and corresponding individual-level factor-adjusted modela
| Age, sex, PBD and SES-adjusted modelb
| ||||||
ORs | 95%CI | ORs | 95%CI | ORs | 95%CI | ORs | 95%CI | ||
Fixed effects
| |||||||||
Area-level PBD, aggregatedc
| Lowest (reference) | 1.00 | 1.00 | 1.00 | 1.00 | ||||
(ALPBD) | 2nd | 1.26 | 0.89, 1.77 | 1.23 | 0.85, 1.74 | 1.21 | 0.85, 1.72 | 1.18 | 0.83, 1.68 |
3rd | 1.43 | 1.03, 2.00 | 1.42 | 1.01, 1.99 | 1.38d
| 0.99, 1.92 | 1.31d
| 0.93, 1.84 | |
Highest | 1.84 | 1.35, 2.52 | 1.76 | 1.29, 2.43 | 1.57 | 1.13, 2.18 | 1.32d
| 0.95, 1.86 | |
Age group | 25-34 (reference) | 1.00 | 1.00 | 1.00 | |||||
35-44 | 1.35d
| 0.96, 1.92 | 1.35d
| 0.96, 1.92 | 1.36d
| 0.96, 1.95 | |||
45-54 | 1.86 | 1.31, 2.65 | 1.83 | 1.29, 2.61 | 2.06 | 1.44, 2.95 | |||
55-65 | 2.20 | 1.59, 3.08 | 2.22 | 1.61, 3.11 | 1.86 | 1.32, 2.66 | |||
Sex | Male (reference) | 1.00 | 1.00 | 1.00 | |||||
Female | 0.74 | 0.59, 0.91 | 0.72 | 0.58, 0.89 | 0.61 | 0.48, 0.76 | |||
Individual-level perceived PBD | No (reference) | 1.00 | 1.00 | ||||||
Yes | 1.79 | 1.21, 2.62 | 1.89 | 1.33, 2.81 | |||||
Working status | Working (reference) | 1.00 | |||||||
Not working | 2.74 | 2.08, 3.59 | |||||||
Unemployed | 2.28 | 1.50, 3.42 | |||||||
Housing tenure | Home owner (reference) | 1.00 | |||||||
Not home owner | 1.83 | 1.45, 2.30 | |||||||
Education attainment | College or more (reference) | 1.00 | |||||||
High school or less | 1.44 | 1.14, 1.81 | |||||||
Random effects
| |||||||||
Area-level variancee
| 0.047 | 0.044 | 0.040 | 0.036 | |||||
Deviance information criterionf
| 2301.4 | 2273.0 | 2266.7 | 2170.8 |
Model 1 | Model 2 | Model 3 | Model 4 | ||||||
---|---|---|---|---|---|---|---|---|---|
Unadjusted model | Age- and sex-adjusted model | Age, sex and corresponding individual-level factor-adjusted modela
| Age, sex, PBD and SES-adjusted modelb
| ||||||
Area-level indicators
| ORs | 95%CI | ORs | 95%CI | ORs | 95%CI | ORs | 95%CI | |
Area-level PBD, aggregatedc
| Lowest (reference) | 1.00 | 1.00 | 1.00 | 1.00 | ||||
(ALPBD)e
| 2nd | 1.26 | 0.89, 1.77 | 1.23 | 0.85, 1.74 | 1.21 | 0.85, 1.72 | 1.18 | 0.83, 1.68 |
3rd | 1.43 | 1.03, 2.00 | 1.42 | 1.01, 1.99 | 1.38f
| 0.99, 1.92 | 1.31f
| 0.93, 1.84 | |
Highest | 1.84 | 1.35, 2.52 | 1.76 | 1.29, 2.43 | 1.57 | 1.13, 2.18 | 1.32f
| 0.95, 1.86 | |
Area-level unemployed, aggregatedc
| Lowest (reference) | 1.00 | 1.00 | 1.00 | 1.00 | ||||
(ALUEA) | 2nd | 0.83 | 0.60, 1.16 | 0.80 | 0.57, 1.11 | 0.80 | 0.56, 1.11 | 0.84 | 0.61, 1.16 |
3rd | 0.65 | 0.46, 0.93 | 0.64 | 0.45, 0.90 | 0.60 | 0.42, 0.85 | 0.65 | 0.46, 0.92 | |
Highest | 1.06 | 0.78, 1.46 | 1.02 | 0.75, 1.40 | 0.92 | 0.66, 1.27 | 0.90 | 0.67, 1.23 | |
Area-level unemployed, censusd
| Lowest (reference) | 1.00 | 1.00 | 1.00 | 1.00 | ||||
(ALUEC) | 2nd | 0.86 | 0.62, 1.22 | 0.85 | 0.61, 1.20 | 0.83 | 0.58, 1.17 | 0.82 | 0.59, 1.16 |
3rd | 0.94 | 0.67, 1.32 | 0.92 | 0.65, 1.29 | 0.87 | 0.61, 1.25 | 0.77 | 0.55, 1.08 | |
Highest | 1.36 | 0.99, 1.89 | 1.32 | 0.96, 1.81 | 1.23 | 0.88, 1.71 | 0.99 | 0.72, 1.38 | |
Area-level not-home-owner, aggregatedc
| Lowest (reference) | 1.00 | 1.00 | 1.00 | 1.00 | ||||
(ALNHA) | 2nd | 1.28 | 0.91, 1.82 | 1.28 | 0.91, 1.81 | 1.17 | 0.82, 1.65 | 1.16 | 0.81, 1.65 |
3rd | 1.53 | 1.10, 2.13 | 1.59 | 1.14, 2.22 | 1.33 | 0.94, 1.86 | 1.34 | 0.94, 1.89 | |
Highest | 1.57 | 1.14, 2.20 | 1.63 | 1.17, 2.28 | 1.16 | 0.82, 1.66 | 1.13 | 0.79, 1.63 | |
Area-level not-home-owner, censusd
| Lowest (reference) | 1.00 | 1.00 | 1.00 | 1.00 | ||||
(ALNHC) | 2nd | 1.24 | 0.87, 1.76 | 1.17 | 0.82, 1.68 | 1.18 | 0.84, 1.65 | 1.05 | 0.74, 1.48 |
3rd | 1.48 | 1.05, 2.11 | 1.43 | 1.02, 2.05 | 1.50 | 1.07, 2.08 | 1.22 | 0.87, 1.73 | |
Highest | 1.65 | 1.18, 2.33 | 1.61 | 1.14, 2.30 | 1.53 | 1.11, 2.12 | 1.26 | 0.91, 1.76 | |
Area-level deprivation index, censusd
| Lowest (reference) | 1.00 | 1.00 | 1.00 | 1.00 | ||||
(ALDI) | 2nd | 1.16 | 0.83, 1.61 | 1.19 | 0.86, 1.66 | 1.17 | 0.83, 1.66 | 1.09 | 0.76, 1.53 |
3rd | 0.96 | 0.68, 1.35 | 0.98 | 0.69, 1.38 | 0.90 | 0.62, 1.27 | 0.82 | 0.57, 1.15 | |
Highest | 1.78 | 1.30, 2.44 | 1.76 | 1.30, 2.40 | 1.66 | 1.20, 2.28 | 1.21 | 0.86, 1.68 |