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Table 2 Results of the three zero-truncated, negative binomial GLMs for GP density, specialists density, and ratio of GPs divided by specialists

From: Regional differences of outpatient physician supply as a theoretical economic and empirical generalized linear model

Topic

Coefficients

General physicians

Specialists

Ratio GPs/specialists

Estimate

Pvalue

Estimate

Pvalue

Estimate

Pvalue

 

Intercept

1.736

0.000***

1.919

0.000***

−0.178

0.003**

Population

Population density (per km2) (z-score)

−0.136

0.005**

0.349

0.000***

−0.453

0.000***

Financial incentives

Household income (z-score)

0.018

0.255

0.093

0.001**

−0.088

0.001**

 

Share of privately insured persons (z-score)

0.042

0.008**

0.123

0.000***

−0.063

0.033*

Health care

No. of hospital beds (z-score)

0.073

0.000***

0.253

0.000***

−0.206

0.000***

Cultural

Number of middle-order centers (z-score)

−0.005

0.703

−0.074

0.004**

0.052

0.038*

 

Number of high-order centers (z-score)

0.036

0.003**

0.057

0.022*

−0.022

0.336

 

City in district (binary)

−0.021

0.476

0.146

0.005**

−0.140

0.008**

 

State capital in district (binary)

0.127

0.000***

0.278

0.000***

−0.096

0.244

Labor/economy

Rate of highly qualified workers (z-score)

0.019

0.264

0.106

0.001**

−0.099

0.001**

 

Unemployment rate (z-score)

0.052

0.064

0.139

0.006**

−0.073

0.142

Attractiveness

Touristic attractiveness (z-score)

0.046

0.000***

−0.004

0.861

0.036

0.116

 

Migration balance (last 5 years) (z-score)

−0.012

0.478

0.072

0.025*

−0.113

0.000***

Infrastructure

Travel time to the nearest airport (z-score)

0.049

0.000***

0.021

0.420

0.016

0.548

 

Travel time to middle-order center (z-score)

−0.064

0.007**

−0.177

0.000***

0.115

0.004**

Interactions

Population density: city in district

0.099

0.044*

−0.422

0.000***

0.464

0.000***

GoF-measures

Sigma (global deviance)

−8.177

0.000***

−3.763

0.000***

−3.892

0.000***

 

BIC score first model

3260

 

4125

 

3979

 
 

BIC score final model

3162

 

3828

 

3751

 
  1. * < 0.05, ** < 0.01, *** < 0.001