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Figure 1.

Population distribution and hospital locations in Michigan.

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Figure 2.

Age adjusted hospital utilization () and hospital bed availability (Av, E2SFCA) in Michigan.

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Figure 3.

Distance decay of hospital utilization in Michigan.

Left: The entire range of the inpatient travel data. Right: A subset of the travel data. The circles are the cumulative proportion of patient day utilization (data are thinned for display purposes) and the line is the downward log-logistic function fit to the data.

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Table 1.

Weight values for E2SFCA.

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Table 1 Expand

Figure 4.

Zip Code cluster examples.

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Table 2.

Attribute variable set.

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Table 2 Expand

Figure 5.

Data and methods workflow diagram.

Yellow boxes represent data processing steps, grey boxes represent data, solid arrows represent input/output from data processing, and dotted lines represent a subset process of the respective data.

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Figure 6.

Standardized coefficients for weighted SAR models.

Left: Av (red), (black), Af (green), (blue). Right: SES (black), (brown), (green), (blue), (red). All coefficients are significant at a .

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Table 3.

Coefficient statistics.

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Table 3 Expand

Figure 7.

Example of rezoned region.

In the 84 cluster solution (Left), the region contains 6 clusters. In the 79 cluster solution (Right), the same region contains 5 non-agglomerative clusters.

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