| Literature DB >> 25817986 |
Rie Sakai1, Günther Fink, Wei Wang, Ichiro Kawachi.
Abstract
BACKGROUND: In industrialized countries, assessment of the causal effect of physician supply on population health has yielded mixed results. Since the scope of child vaccination is an indicator of preventive health service utilization, this study investigates the correlation between vaccination coverage and pediatrician supply as a reflection of overall pediatric health during a time of increasing pediatrician numbers in Japan.Entities:
Mesh:
Year: 2015 PMID: 25817986 PMCID: PMC4411235 DOI: 10.2188/jea.JE20140121
Source DB: PubMed Journal: J Epidemiol ISSN: 0917-5040 Impact factor: 3.211
Variables selected as candidates in the regression models
| Variables | Definition | ||
| Total population | Number of registered residents | ||
| Per capita income | Income per number of registered residents | ||
| Percentage of the population with a college-level education | As a proxy for education level | ||
| Percentage of the working population who are white-collar workers | As a proxy for occupation | ||
| • | number of professionals, technical workers and managers and administrators per number of all individuals currently in the labor force (workforce) | ||
| Unemployment rate | Number of job-seekers per workers and job-seekers | ||
| Prevalence of single motherhood | Number of households with single mothers per number of households with children | ||
| Number of hospital beds per total population | As a proxy for health infrastructure | ||
| Total length of roads | As a proxy for accessibility of vaccination site | ||
| Crime rate | Number of crimes per number of registered residents | ||
| Accident rate | Number of accidents per number of registered residents | ||
| Urban/rural status | Metropolitan area code defined by the Ministry of Internal Affairs and Communications | ||
| 1) | Central cities in metropolitan areas | ||
| 2) | Surrounding municipalities of central cities in metropolitan areas | ||
| 3) | Other municipalities (rural areas) | ||
Descriptive statistics using municipality as a unit of analysis
| Mean | SD | |
| Measles vaccination coverage | 94.56 | (11.80) |
| DPT vaccination coverage | 96.32 | (25.05) |
| Pediatrician densitya | 5.24 | (7.03) |
| Population (thousand) | 73.11 | (180.93) |
| Per capita income (thousand US$)b | 10.41 | (3.29) |
| Percentage of the population with a college-level education | 0.12 | (0.06) |
| Percentage of the population who are white-collar workersc | 13.52 | (3.11) |
| Unemployment rated | 6.3 | (2.17) |
| The incidence of single motherhoode | 0.06 | (0.03) |
| Number of hospital beds/1000 population | 10.96 | (10.51) |
| Length of roads (km) | 0.69 | (0.8) |
| Crime rate | 8.85 | (5.84) |
| Accident rate | 4.64 | (2.61) |
| Land area (km2) | 214.37 | (247.65) |
| Other physician densityf | 13.96 | (15.22) |
SD, standard deviation.
aThe number of pediatricians per 10 000 children under the age of 15.
bJapanese yen was converted into US$ using the rate that applied in April 2014 of approximately 105 Japanese yen per US$.
cPercentage of population who are white-collar workers defined as the number of professionals, technical workers and managers and administrators per the total number of individuals currently in the labor force (workforce).
dThe number of unemployed individuals per workforce.
eThe number of household with single motherhood per the number of household with children.
fThe number of other types of physicians per 10 000 population.
The aggregate level change in dependent and independent variables from 2002 and 2010
| 2002 | 2004 | 2006 | 2008 | 2010 | |
| DPT vaccination coverage | 97.68 | 98.32 | 99.64 | 103.34 | 101.77 |
| Pediatrician densitya | 7.99 | 8.25 | 8.38 | 8.81 | 9.31 |
| Other physician densityb | 18.59 | 19.08 | 19.59 | 20.20 | 20.82 |
| Total population (million) | 126.50 | 126.80 | 127.10 | 127.10 | 127.10 |
| Per capita income (thousand US$)c | 13.83 | 13.19 | 14.00 | 14.34 | 13.18 |
aThe number of pediatricians per 10 000 population under the age of 15.
bThe number of physicians other than pediatricians per 10 000 population.
cJapanese yen was converted into US$ using the rate that applied in April 2014 of approximately 105 Japanese yen per US$.
Means and standard deviations of dependent and independent variables from 2002 and 2010
| 2002 | 2004 | 2006 | 2008 | 2010 | ||
| DPT vaccination coverage | mean | 92.77 | 92.67 | 95.42 | 96.61 | 96.44 |
| (SD) | (12.5) | (11.54) | (9.32) | (9.26) | (8.85) | |
| Pediatrician densitya | mean | 4.83 | 5.10 | 5.17 | 5.43 | 5.54 |
| (SD) | (6.64) | (6.90) | (7.12) | (7.76) | (7.53) | |
| Other physician densityb | mean | 12.97 | 13.20 | 13.39 | 13.62 | 13.87 |
| (SD) | (14.39) | (14.57) | (14.9) | (15.12) | (15.71) | |
| Total population | mean | 72.76 | 72.97 | 73.10 | 73.11 | 73.11 |
| (SD) | (174.69) | (176.46) | (178.07) | (179.55) | (180.93) | |
| Per capita income | mean | 11.39 | 10.73 | 11.19 | 11.29 | 10.41 |
| (SD) | (3.75) | (3.13) | (3.51) | (3.81) | (3.29) |
SD, standard deviation.
aThe number of pediatricians per 10 000 population under the age of 15.
bThe number of physicians other than pediatricians per 10 000 population.
cJapanese yen was converted into US$ using the rate that applied in April 2014 of approximately 105 Japanese yen per US$.
Estimated odds ratios for the increase in vaccination coverage associated with an increase of one pediatrician per 10 000 children in Japan
| OR [95% CI] | Adjusteda OR [95% CI] | |||
| Measles-Rubella ( | ||||
| 1.022 [1.021–1.024] | <0.001 | 1.012 [1.010–1.015] | <0.001 | |
| DPT ( | ||||
| 1.013 [1.011–1.014] | <0.001 | 1.019 [1.016–1.022] | <0.001 | |
CI, confidence interval; DPT, diphtheria, pertussis, and tetanus; OR, odds ratio.
aThe models included the following control variables: total population, a composite index of socioeconomic indicators created from socioeconomic variables for the percent of the population with a college-level education, the percent of white-collar workers, the unemployment rate, and per capita income, the incidence of single motherhood, number of hospital beds per 1000 population, length of roads, crime rate, accident rate, land area, PED_dummy which equals 1 if municipalities had at least one pediatrician and equals 0 otherwise, and an interaction term between PED_dummy and the density of other types of physicians and regional dummy variables for prefectures for DPT and the ones without length of road and the prevalence of single motherhood for Measles-Rubella.
Estimated odds ratio for the increase in vaccination coverage associated with an increase of 1 pediatrician per 10 000 children in Japan, excluding municipalities with more than 100% vaccination coverage
| OR [95% CI] | Adjusteda OR [95% CI] | |||
| Measles-Rubella ( | ||||
| 1.021 [1.019–1.023] | <0.001 | 1.008 [1.006–1.011] | <0.001 | |
| DPT ( | ||||
| 1.016 [1.014–1.018] | <0.001 | 1.011 [1.008–1.014] | <0.001 | |
CI, confidence interval; DPT, diphtheria, pertussis, and tetanus; OR, odds ratio.
aThe models included the following control variables: total population, a composite index of socioeconomic indicators created from socioeconomic variables for the percent of the population with a college-level education, the percent of white-collar workers, the unemployment rate, and per capita income, the incidence of single motherhood, number of hospital beds per 1000 population, length of roads, crime rate, accident rate, land area, PED_dummy which equals 1 if municipalities had at least one pediatrician and equals 0 otherwise, and an interaction term between PED_dummy and the density of other types of physicians and regional dummy variables for prefectures for DPT and the ones without length of road and the prevalence of single motherhood for Measles-Rubella.
Estimated odds ratio for the increase in vaccination coverage associated with an increase of 1 pediatrician per 10 000 children under the age of 5 in Japan
| OR [95% CI] | Adjusteda OR [95% CI] | |||
| Measles-Rubella ( | ||||
| 1.009 [1.008–1.09] | <0.001 | 1.006 [1.005–1.007] | <0.001 | |
| DPT ( | ||||
| 1.005 [1.005–1.006] | <0.001 | 1.008 [1.007–1.009] | <0.001 | |
CI, confidence interval; DPT, diphtheria, pertussis, and tetanus; OR, odds ratio.
aThe models included the following control variables: total population, a composite index of socioeconomic indicators created from socioeconomic variables for the percent of the population with a college-level education, the percent of white-collar workers, the unemployment rate, and per capita income, the incidence of single motherhood, number of hospital beds per 1000 population, length of roads, crime rate, accident rate, land area, PED_dummy which equals 1 if municipalities had at least one pediatrician and equals 0 otherwise, and an interaction term between PED_dummy and the density of other types of physicians and regional dummy variables for prefectures for DPT and the ones without length of road and the prevalence of single motherhood for Measles-Rubella.
Estimated odds ratio for the increase in vaccination coverage associated with an increase of 1 pediatrician per 10 000 children under the age of 5 in Japan, excluding municipalities with more than 100% vaccination coverage
| OR [95% CI] | Adjusteda OR [95% CI] | |||
| Measles-Rubella ( | ||||
| 1.008 [1.008–1.009] | <0.001 | 1.004 [1.003–1.005] | <0.001 | |
| DPT ( | ||||
| 1.006 [1.006–1.007] | <0.001 | 1.005 [1.004–1.006] | <0.001 | |
CI, confidence interval; DPT, diphtheria, pertussis, and tetanus; OR, odds ratio.
aThe models included the following control variables: total population, a composite index of socioeconomic indicators created from socioeconomic variables for the percent of the population with a college-level education, the percent of white-collar workers, the unemployment rate, and per capita income, the incidence of single motherhood, number of hospital beds per 1000 population, length of roads, crime rate, accident rate, land area, PED_dummy which equals 1 if municipalities had at least one pediatrician and equals 0 otherwise, and an interaction term between PED_dummy and the density of other types of physicians and regional dummy variables for prefectures for DPT and the ones without length of road and the prevalence of single motherhood for Measles-Rubella.
Results from multivariate regression model with municipality and year fixed effects
| Estimate | SE | 95% CI | |||
| Other physician densityb | 1.017 | 0.004 | 1.008 | 1.025 | <0.001 |
| 0.976 | 0.056 | 0.873 | 1.090 | 0.66 | |
| Interaction term between other physician density and | 1.006 | 0.004 | 0.997 | 1.014 | 0.18 |
| Total population (hundred thousand) | 1.005 | 0.000 | 1.005 | 1.006 | <0.001 |
| Per capita income (thousand US$)d | 0.928 | 0.004 | 0.921 | 0.936 | <0.001 |
CI, confidence interval; SE, standard error.
aThe number of pediatricians per 10 000 population under the age of 15.
bThe number of other physicians per 10 000 population.
cA function that equals 1 if municipalities had at least one pediatrician and equals 0 otherwise.
dJapanese yen was converted into US$ using the rate that applied in April 2013 of approximately 105 Japanese yen per US$.