| Literature DB >> 25339315 |
Angelo Giuseppe Roncalli, Georgios Tsakos1, Aubrey Sheiham, Georgia Costa de Souza, Richard G Watt.
Abstract
BACKGROUND: The chronic cumulative nature of caries makes treatment needs a severe problem in adults. Despite the fact that oral diseases occur in social contexts, there are few studies using multilevel analyses focusing on treatment needs. Thus, considering the importance of context in explaining oral health related inequalities, this study aims to evaluate the social determinants of dental treatment needs in 35-44 year old Brazilian adults, assessing whether inequalities in needs are expressed at individual and contextual levels.Entities:
Mesh:
Year: 2014 PMID: 25339315 PMCID: PMC4287338 DOI: 10.1186/1471-2458-14-1097
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 3.295
Independent variables according to the level of analysis
| Level | Variable | Type | Description |
|---|---|---|---|
| 1st (Individual) | Household Income | Economic | Total income received by all family members in the month preceding the survey, converted to Brazilian minimum wage |
| Formal educational level | Education | Number of years of schooling counted from the first year of primary school | |
| Gender | Demographic | Sex of individual (male or female) | |
| Race | Demographic | Self-reported skin colour. From the five original categories, a dichotomous variable was created (white and black or mixed) | |
| 2nd level (Census Sector) | Household income | Economic | Average income from residents aged 10 years or more. This age limit is considered to establish the Economically Active Population. |
| Piped water | Sanitation | Percentage of households with piped water | |
| Garbage collection | Sanitation | Percentage of households with garbage collected from public or private companies | |
| Public lighting | Infrastructure | Percentage of households with available public lighting | |
| Paved streets | Infrastructure | Percentage of households with available paved streets | |
| Bathroom at home | House conditions | Percentage of households with at least one bathroom for exclusive use of residents | |
| Electricity | House conditions | Percentage of households with electricity | |
| 3rd level (City) | Human Development Index (HDI) | Socioeconomic | Municipal Human Development Index. Geometric average of the indices |
| Oral Health Primary Care | Health Services | Percentage of population covered by oral health teams in the Family Health Programme | |
| Oral Health Secondary Care | Health Services | Rate of number of health units with specialized oral health services per 10,000 inhabitants |
Rotated component matrix for the variables included in the factor analysis for census sector
| Census sector | Component | |
|---|---|---|
| Variable | 1 | 2 |
| Household income | 0.538 | |
| Piped water access | 0.766 | |
| Garbage collection | 0.755 | |
| Public lighting | 0.875 | |
| Paved streets | 0.889 | |
| Bathroom at home | 0.807 | |
| Electricity | 0.876 | |
Principal Component Analysis was the extraction method and the rotation was Varimax with Kaiser Normalization.
Figure 1Levels of analysis and respective variables and sources.
Bivariate associations between outcomes and the independent variables according to the levels
| Treatment needs | |||||||
|---|---|---|---|---|---|---|---|
| Restorative | Extraction | Prosthesis | |||||
| n | % (CI 95%) | PR (CI 95%) | % (CI 95%) | PR (CI 95%) | % (CI 95%) | PR (CI 95%) | |
| Individual level | |||||||
|
| |||||||
| 5 and more MW | 1,441 | 38.0 (35.4;40.5) | Ref | 5.8 (4.5;7.0) | Ref | 47.0 (44.4;49.5) | Ref |
| 3 to 5 MW | 1,805 | 51.4 (49.0;53.7) | 1.35 (1.25;1.46) | 11.4 (9.9;12.8) | 1.97 (1.54;2.51) | 67.8 (65.6;69.9) | 1.44 (1.35;1.53) |
| 1 to 3 MW | 4,687 | 62.7 (61.3;64.0) | 1.65 (1.54;1.76) | 18.9 (17.7;20.0) | 3.27 (2.63;4.08) | 79.9 (78.7;81.0) | 1.70 (1.60;1.80) |
| Up to 1 MW | 1,404 | 70.6 (68.2;72.9) | 1.85 (1.72;2.00) | 25.4 (23.1;27.6) | 4.40 (3.52;5.55) | 84.5 (82.6;86.3) | 1.79 (1.69;1.90) |
|
| |||||||
| 12 and more | 2,226 | 43.6 (41.5;45.6) | Ref | 8.4 (7.2;9.5) | Ref | 54.0 (51.9;56) | Ref |
| 9 to 11 | 2,963 | 57.0 (55.2;58.7) | 1.30 (1.23;1.38) | 13.7 (12.4;14.9) | 1.63 (1.38;1.92) | 73.7 (72.1;75.2) | 1.36 (1.30;1.42) |
| 6 to 8 | 1,961 | 64.6 (62.4;66.7) | 1.48 (1.39;1.56) | 19.6 (17.8;21.3) | 2.34 (1.98;2.76) | 80.6 (78.8;82.3) | 1.49 (1.42;1.56) |
| Up to 5 | 2,345 | 66.6 (64.6;68.5) | 1.52 (1.44;1.61) | 24.9 (23.1;26.6) | 2.97 (2.55;3.48) | 84.9 (83.4;86.3) | 1.57 (1.50;1.64) |
|
| |||||||
| Male | 3,277 | 61.2 (59.5;62.8) | Ref | 18.2 (16.8;19.5) | Ref | 72.7 (71.1;74.2) | Ref |
| Female | 6,287 | 56.1 (54.8;57.3) | 0.91 (0.88;0.95) | 15.5 (14.6;16.3) | 0.85 (0.77;0.93) | 73.6 (72.5;74.6) | 1.01 (0.98;1.03) |
|
| |||||||
| White | 4,049 | 50.2 (48.6;51.7) | Ref | 12.6 (11.5;13.6) | Ref | 64.4 (62.9;65.8) | Ref |
| Black or Mixed | 5,282 | 63.4 (62.1;64.6) | 1.26 (1.21;1.31) | 19.2 (18.1;20.2) | 1.52 (1.38;1.68) | 80.0 (78.9;81.0) | 1.24 (1.21;1.27) |
| Neighbourhood level | |||||||
|
| |||||||
| 3rd Tertile (Better-off) | 3,163 | 48.9 (47.1;50.6) | Ref | 12.2 (11;13.3) | Ref | 62.4 (60.7;64.0) | Ref |
| 2nd Tertile | 3,143 | 61.3 (59.5;63.0) | 1.25 (1.20;1.31) | 17.3 (15.9;18.6) | 1.42 (1.26;1.60) | 78.0 (76.5;79.4) | 1.25 (1.21;1.29) |
| 1st Tertile (Worst) | 3,173 | 63.8 (62.1;65.4) | 1.30 (1.25;1.36) | 19.8 (18.4;21.1) | 1.62 (1.44;1.83) | 79.7 (78.2;81.1) | 1.28 (1.24;1.32) |
| City Level | |||||||
|
| |||||||
| 0.79 and more (Better-off) | 3,075 | 48.5 (46.7;50.2) | Ref | 13.6 (12.3;14.8) | Ref | 64.6 (62.9;66.2) | Ref |
| 0.74 to 0.78 | 2,867 | 59.9 (58.1;61.6) | 1.23 (1.18;1.29) | 18.3 (16.8;19.7) | 1.34 (1.19;1.51) | 75.6 (74.0;77.1) | 1.17 (1.13;1.21) |
| Up to 0.74 (Worst) | 3,622 | 64.2 (62.6;65.7) | 1.32 (1.27;1.38) | 17.3 (16.0;18.5) | 1.27 (1.13;1.42) | 78.8 (77.4;80.1) | 1.22 (1.18;1.26) |
|
| |||||||
| 3rd Tertile (Better-off) | 3,099 | 57.4 (55.6;59.1) | Ref | 15.9 (14.6;17.1) | Ref | 73.6 (72.0;75.1) | Ref |
| 2nd Tertile | 2,988 | 57.9 (56.1;59.6) | 1.01 (0.97;1.05) | 16.1 (14.7;17.4) | 1.01 (0.9;1.14) | 73.3 (71.7;74.8) | 1.00 (0.97;1.03) |
| 1st Tertile (Worst) | 3,212 | 58.5 (56.7;60.2) | 1.02 (0.98;1.06) | 17.2 (15.8;18.5) | 1.08 (0.97;1.21) | 73.7 (72.1;75.2) | 1.00 (0.97;1.03) |
|
| |||||||
| 3rd Tertile (Better-off) | 3,188 | 53.3 (51.5;55.0) | Ref | 15.8 (14.5;17.0) | Ref | 72.1 (70.5;73.6) | Ref |
| 2nd Tertile | 2,893 | 62.5 (60.7;64.2) | 1.17 (1.12;1.22) | 18.0 (16.6;19.3) | 1.14 (1.02;1.28) | 73.1 (71.4;74.7) | 1.01 (0.98;1.04) |
| 1st Tertile (Worst) | 3,483 | 58.2 (56.5;59.8) | 1.09 (1.05;1.14) | 15.7 (14.4;16.9) | 0.99 (0.89;1.11) | 74.6 (73.1;76.0) | 1.03 (1.00;1.06) |
MW = Minimum Wage; CI = Confidence Interval; PR = Prevalence Ratio.
Fixed and random effects parameters in the multilevel mixed-effect Poisson regression analysis for the null model according to outcomes
| Treatment needs | ||||||
|---|---|---|---|---|---|---|
| Restorative | Extraction | Prosthesis | ||||
| Fixed Effects | Intercept | 95% CI | Intercept | 95% CI | Intercept | 95% CI |
| City Level | −0.56 | −0.61;-0.51 | −1.90 | −1.95;-1.78 | −0.31 | −0.34;-0.27 |
| Neighbourhood Level | −0.55 | −0.58;-0.52 | −1.90 | −1.96;-1.83 | −0.30 | −0.32;-0.28 |
| Both | −0.56 | −0.61;-0.51 | −1.92 | −2.01;-1.83 | −0.31 | −0.34;-0.27 |
| Random Effects | Variance (SE) | LR Test (Chi2; p) | Variance (SE) | LR Test (Chi2; p) | Variance (SE) | LR Test (Chi2; p) |
| City level only | 0.029 (0.008) | 88.7; <0.001 | 0.068 (0.026) | 37.82; <0.001 | 0.013 (0.004) | 50.16; <0.001 |
| Neighbourhood Level only | 0.012 (0.006) | 5.30; 0.011 | 0.169 (0.035) | 41.25; <0.001 | 0.000 (0.000) | 0.00; 1.000 |
| Both | 88.7; <0.001 | 62.47; <0.001 | ||||
| City level | 0.029 (0.008) | 0.056 (0.023) | ||||
| Neighbourhood Level | 0.000 (0.000) | 0.128 (0.032) | ||||
CI = Confidence Interval; LR = Likelihood Ratio.
Multilevel mixed-effect poisson regression analysis for the three outcomes
| Treatment needs | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Restorative | Extraction | Prosthesis | ||||||||||
| Model 1 (n = 9,061) | Model 2 (n = 8,977) | Model 1 (n = 9,061) | Model 2 (n = 8,977) | Model 1 (n = 9,061) | Model 2 (n = 8,977) | |||||||
| City Level | PR (95% CI) | p-value | PR (95% CI) | p-value | PR (95% CI) | p-value | PR (95% CI) | p-value | PR (95% CI) | p-value | PR (95% CI) | p-value |
| HDI 0.74 a 0.78 | 1.15 (1.03;1.29) | 0.011 | 0.97 (0.78;1.19) | 0.809 | 1.13 (1.04;1.22) | 0.002 | ||||||
| HDI up to 0.74 (Worst) | 1.14 (1.02;1.26) | 0.015 | 1.23 (0.99;1.52) | 0.060 | 1.13 (1.05;1.21) | 0.003 | ||||||
| Neighbourhood Level | ||||||||||||
| SEI 2nd Tertile | 1.07 (0.99;1.16) | 0.059 | 1.04 (0.89;1.21) | 0.614 | - | - | ||||||
| SEI 1st Tertile (Worst) | 1.09 (1.01;1.17) | 0.031 | 1.17 (1.01;1.36) | 0.041 | - | - | ||||||
| Individual Level | ||||||||||||
| Household Income up to 3 MW | 1.29 (1.21;1.38) | <0.001 | 1.26 (1.18;1.35) | <0.001 | 1.85 (1.61;2.12) | <0.001 | 1.78 (1.54;2.05) | <0.001 | 1.24 (1.18;1.32) | <0.001 | 1.24 (1.17;1.31) | <0.001 |
| Up to 9 years of schooling | 1.18 (1.11;1.25) | <0.001 | 1.17 (1.10;1.24) | <0.001 | 1.63 (1.46;1.82) | <0.001 | 1.63 (1.45;1.82) | <0.001 | 1.16 (1.10;1.22) | <0.001 | 1.16 (1.10;1.22) | <0.001 |
| Female | 0.93 (0.88;0.99) | 0.017 | 0.93 (0.88;0.99) | 0.021 | 0.88 (0.79;0.97) | 0.016 | 0.87 (0.78;0.97) | 0.010 | 1.02 (0.97;1.07) | 0.512 | 1.02 (0.97;1.07) | 0.464 |
| Black or Mixed | 1.13 (1.07;1.20) | <0.001 | 1.12 (1.05;1.19) | <0.001 | 1.28 (1.14;1.43) | <0.001 | 1.27 (1.13;1.43) | <0.001 | 1.15 (1.09;1.21) | <0.001 | 1.14 (1.09;1.21) | <0.001 |
| Fixed Effects | ||||||||||||
| Intercept (95% CI) | −0.56 (−0.61;-0.51) | −0.98 (−1.09;-0.88) | −2.69 (−2.85;-2.52) | −2.76 (−2.98;-2.54) | −0.63 (−0.70;-0.56) | −0.71 (−0.79;-0.63) | ||||||
| Random Effects | Variance (SE) | Variance (SE) | Variance (SE) | Variance (SE) | Variance (SE) | Variance (SE) | ||||||
| City level | 0.019 (0.006) | 0.011 (0.005) | 0.049 (0.020) | 0.042 (0.019) | 0.007 (0.003) | 0.004 (0.002) | ||||||
| Neighbourhood Level | 0.000 (0.000) | 0.000 (0.000) | 0.035 (0.027) | 0.033 (0.027) | - | - | ||||||
| LR Test (Chi2; p-value) | 23.38; <0.001 | 20.12; <0.001 | 29.05; <0.001 | 23.24; <0.001 | 14.92; 0.001 | 5.34; 0.010 | ||||||
PR = Prevalence Ratio; CI = Confidence Interval; HDI = Human Development Index; SEI = Socioeconomic Index; MW = Minimum Wage; LR = Likelihood Ratio. The significant values are in bold.
Model 1 for the individual variables only, model 2 for individual + city (prosthesis) or for the three levels (restorative and extraction).
Figure 2Adjusted Prevalence Ratios and respective Confidence Intervals (95%) for the outcomes according to the independent variables and levels of analysis.