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Table 1 Variables selected in the models

From: Influence of Japan’s 2004 postgraduate training on ophthalmologist location choice, supply and distribution

Variables

Explanation

Measures of Needs

Ophthalmologist density

Number of ophthalmologists per 1000 population

Density of physicians other than ophthalmologistse

Number of physicians other than ophthalmologists per 1000 population

Density of physicians other than ophthalmologists and residents f

Number of physicians other than ophthalmologists and residents per 1000 population

Number of residents were not available prior to 2004

Measures of Community Factors

Urban/rural status

1) urban centers 2) suburban areas 3) rural areas

Metropolitan area code defined by the Ministry of Internal Affairs and Communications

Per capita income

 

Percent of the population with a university-level education

As a proxy for educational level in the community

Unemployment rate

Number of unemployed individuals per number of all individuals currently in the labor force (workforce)

Percent of white-collar workers

Number of professionals, technical workers, managers, and administrators per number of workforce

Primary school students per number of primary schools

As a proxy for children’s’ educational opportunities

Crime rate

Number of crimes per total population as a proxy for neighborhood safety

Temperature

As a proxy for climate discomfort. The discomfort index was calculated by using temperature and humidity and used in the model.

Humidity

Measures of Professional interactions

Hospital beds per 1000 population

 

The presence or absence of medical schools

As a proxy for continuing education