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. 2022 Nov 17;26(1):138–160. doi: 10.1007/s10729-022-09620-5

Table 4.

Results of efficiency analysis of university hospitals via Model (5)

DMU τ*hFISBM Real Slacks Integer Slacks
Physicians Nurses Inpatients Third-party funding income as input Third-party funding income as output dk* Beds Outpatients Students Graduates as input Graduates as output d~k* ζ*hFISBM
1 3.303 0.00 0.00 21,132.69 0.00 45,754.35 1 0 247,811 843 0 160 1 0.4760
2 0.000 0.00 0.00 0.00 0.00 0.00 1 0 0 0 0 0 0 1.0000
3 0.843 39.52 0.00 2310.42 0.00 5683.70 1 41 0 0 0 169 1 0.7849
4 1.440 105.99 132.17 794.97 0.00 14,250.33 1 0 99,474 848 0 112 1 0.6798
5 1.261 63.19 0.00 214.45 0.00 28,063.17 1 0 27,475 0 0 85 1 0.7061
6 0.000 0.00 0.00 0.00 0.00 0.00 0 0 0 0 0 0 0 1.0000
7 3.490 32.22 0.00 5129.48 0.00 30,963.51 1 0 332,770 1042 0 119 1 0.4614
8 0.000 0.00 0.00 0.00 0.00 0.00 1 0 0 0 0 0 1 1.0000
9 1.112 230.31 176.43 0.00 12,816.52 0.00 0 347 54,914 1 128 0 0 0.6487
10 3.113 0.00 0.00 19,489.45 0.00 16,459.12 1 116 389,319 1024 0 116 1 0.4894
11 18.660 0.00 49.78 0.00 0.00 14,094.23 1 179 296,223 395 0 32 1 0.1328
12 5.318 0.00 0.57 6885.81 0.00 51,051.96 1 21 52,676 0 0 83 1 0.3600
13 1.823 259.89 58.42 21,558.21 41,107.25 0.00 0 0 201,961 1 0 87 1 0.6381
14 1.228 0.00 9.65 0.00 52,655.75 0.00 0 149 23,974 489 0 100 1 0.7299
15 0.000 0.00 0.00 0.00 0.00 0.00 0 0 0 0 0 0 1 1.0000
16 2.388 0.00 0.13 1900.89 0.00 41,436.56 1 85 0 1010 0 107 1 0.5563
17 1.333 0.00 0.00 572.29 37,050.27 0.00 0 83 190,826 421 0 76 1 0.7279
18 1.788 0.00 29.46 744.06 0.00 16,366.99 1 180 297,582 118 73 0 0 0.6710
19 2.779 0.00 32.12 2631.27 0.00 29,331.48 1 187 483,372 224 52 0 0 0.5740
20 2.333 45.75 0.00 0.00 10,492.57 0.00 0 325 11,989 1121 0 202 1 0.5955
21 0.000 0.00 0.00 0.00 0.00 0.00 1 0 0 0 0 0 1 1.0000
22 2.445 228.37 128.18 0.00 0.00 6331.82 1 0 253,996 865 220 0 0 0.5666
23 0.000 0.00 0.00 0.00 0.00 0.00 1 0 0 0 0 0 0 1.0000
24 2.154 113.40 167.11 0.00 0.00 13,546.93 1 0 160,147 0 38 0 0 0.6185
25 2.557 0.00 177.77 0.00 0.00 53,178.41 1 121 387,149 572 0 63 1 0.5383
26 1.388 26.38 0.00 0.00 35,009.23 0.00 0 280 141,659 0 228 0 0 0.6149
27 0.000 0.00 0.00 0.00 0.00 0.00 0 0 0 0 0 0 1 1.0000
28 1.885 33.12 0.10 10,781.51 0.00 31,896.10 1 0 92,511 1067 0 108 1 0.6143