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Fig 1.

Two-stage model of regional innovation efficiency evaluation.

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Table 1.

Index system of innovation network structure.

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Table 2.

Descriptive statistics of innovation efficiency measurement indicators.

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Table 3.

Innovation efficiency of regional R&D in China.

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Table 3 Expand

Table 4.

Wilcoxon matched-pairs signed-rank test.

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Table 5.

Mann-Whitney U test of innovation network structure.

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Table 6.

Mann-Whitney U test of government R&D investment.

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Table 7.

Kruskal-Wallis H test.

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Table 7 Expand