aDepartment of Health Administration, Yonsei University, Wonju, Korea
bDepartment of Health Administration, Baekseok Art University, Seoul, Korea
cDepartment of Health Management, Hyupsung University, Suwon, Korea
dDepartment of Healthcare Management, Cheongju University, Cheongju, Korea
© 2013 Published by Elsevier B.V. on behalf of Korea Centers for Disease Control and Prevention.
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
All | Normal | Outlier | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
N (%) | TLOS (%) | ALOS ± SD | N (%) | TLOS (%) | ALOS ± SD | N (%) | TLOS (%) | ALOS ± SD | ||
CI | NOP | 761 | 29,312 | 38.5 ± 98.78 | 746 (98.0) | 20,995 (71.6) | 28.1 ± 31.93 | 15 (2.0) | 8,317 (28.4) | 554.5 ± 429.53 |
OP | 12,086 | 218,488 | 18.1 ± 31.04 | 11,728 (97.0) | 5,920 (75.9) | 14.1 ± 13.39 | 358 (3.0) | 52,568 (24.1) | 146.8 ± 97.95 | |
Sum | 12,847 | 247,800 | 19.3 ± 38.82 | 12,474 (97.1) | 186,915 (75.4) | 15.0 ± 15.51 | 373 (2.9) | 60,885 (24.6) | 163.2 ± 150.27 | |
IH | NOP | 1,086 | 49,468 | 45.6 ± 74.01 | 1,049 (96.6) | 36,781 (74.4) | 35.1 ± 35.78 | 37 (3.4) | 12,687 (25.6) | 342.9 ± 183.73 |
OP | 2,243 | 74,156 | 33.1 ± 72.18 | 2,201 (98.1) | 57,068 (77.0) | 25.9 ± 27.97 | 42 (1.9) | 17,088 (23.0) | 406.9 ± 311.60 | |
Sum | 3,329 | 123,624 | 37.1 ± 73.01 | 3,250 (97.6) | 93,849 (75.9) | 28.9 ± 31.00 | 79 (2.4) | 29,775 (24.1) | 376.9 ± 260.09 | |
SAH | NOP | 1,009 | 42,853 | 42.5 ± 56.49 | 965 (95.6) | 32,069 (74.8) | 33.2 ± 26.6 | 44 (4.4) | 10,784 (25.2) | 245.1 ± 122.48 |
OP | 686 | 13,713 | 20.0 ± 62.27 | 675 (98.4) | 9,407 (68.6) | 13.9 ± 17.88 | 11 (1.6) | 4,306 (31.4) | 391.5 ± 299.70 | |
Sum | 1,695 | 56,566 | 33.4 ± 59.90 | 1,640 (96.8) | 41,476 (73.3) | 25.3 ± 25.26 | 55 (3.2) | 15,090 (26.7) | 274.4 ± 179.08 | |
Total | NOP | 2,856 (16.0) | 121,633 (28.4) | 42.6 ± 76.25 | 2,760 (96.6) | 89,845 (73.9) | 32.6 ± 31.88 | 96 (3.4) | 31,788 (26.1) | 331.1 ± 241.10 |
OP | 15,015 (84.0) | 306,357 (71.6) | 20.4 ± 41.94 | 14,604 (97.3) | 232,395 (75.9) | 15.9 ± 17.16 | 411 (2.7) | 73,962 (24.1) | 180.0 ± 166.39 | |
Sum | 17,871 (100.0) | 427,990 (100.0) | 24.0 ± 49.73 | 17,364 (97.2) | 322,240 (75.3) | 18.6 ± 21.12 | 507 (2.8) | 105,750 (24.7) | 208.6 ± 191.99 |
Variation | Measure | |||
---|---|---|---|---|
I. Independent Variable | ||||
1. Personal characteristics | ||||
Sex | 0. Male | 1. Female | ||
Age | Patient's age | |||
Area | 0. Same | 1. Other | ||
Payment | 0. NHI | 1. Medical aid | 3. Other | |
2. Clinical characteristics | ||||
Admission route | 0. Outpatient department | 1. Emergency | ||
Result | 0. Recover | 1. Death | ||
Disposition | 0. Home | 1. Transfer other hospital | ||
Other diagnosis | Total number of other diagnoses | |||
Risk factor | 0. Non | 1. Hypertension | 2. Diabetic mellitus | |
3. Hypertension & Diabetic mellitus | ||||
Operation | 0. Yes | 1. No | ||
Pre-operation day | Number of days between admission and initial surgery | |||
4. Hospital characterisitics | ||||
Bed-scale | 0. 100-299 | 1. 300-499 | 2. 500-999 | 3. 1000 over |
5. Other | ||||
Year | 0. 2005 | 1. 2006 | 2. 2007 | 3. 2008 |
II. Dependent Variable | ||||
Operation | 0 No | 1 Yes |
Cerebral infarction | Intracerebral hemorrhage | Subarachnoid hemorrhage | Stroke | All | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
NOP | OP | p | NOP | OP | p | NOP | OP | p | NOP | OP | p | p | |||
N (%) | N (%) | N (%) | N (%) | N (%) | N (%) | N (%) | N (%) | N[%] | |||||||
Sex | Male | 6,165 (52.6) | 302 (40.5) | *** | 1,170 (53.2) | 652 (62.2) | *** | 252 (37.3) | 356 (36.9) | 7,587 (52.0) | 1,310 (47.5) | *** | 8,897 [51.2] | *** | |
Female | 5,563 (47.4) | 444 (59.5) | 1,031 (46.8) | 397 (37.8) | *** | 423 (62.7) | 609 (63.1) | 7,017 (48.0) | 1,450 (52.5) | 8,467 [48.8] | |||||
Age | M ± SD | 65.1 ± 13.64 | 51.5 ± 20.78 | *** | 62.0 ± 14.77 | 59.7 ± 15.92 | *** | 55.8 ± 15.61 | 54.2 ± 12.70 | *** | 64.2 ± 14.08 | 55.6 ± 16.77 | *** | 62.8 ± 14.88 | *** |
Area | Same | 9,183 (78.3) | 426 (57.1) | *** | 1,791 (81.4) | 806 (76.8) | ** | 478 (70.8) | 664 (68.8) | 11,452 (78.4) | 1,896 (68.7) | *** | 13,348 [76.9] | *** | |
Other | 2,545 (21.7) | 320 (42.9) | 410 (18.6) | 243 (23.2) | 197 (29.2) | 301 (31.2) | 3,152 (21.6) | 864 (31.3) | 4,016 [23.1] | ||||||
Payment | NHI | 10,185 (86.8) | 658 (88.2) | 1,906 (86.6) | 888 (84.7) | 601 (89.0) | 859 (89.0) | 12,692 (86.9) | 2,405 (87.1) | *** | 15,097 [86.9] | *** | |||
Medical aid | 1,381 (11.8) | 79 (10.6) | 239 (10.9) | 121 (11.5) | 52 (7.7) | 77 (8.0) | 1,672 (11.4) | 277 (10.0) | 1,949 [11.2] | ||||||
Other | 162 (1.4) | 9 (1.2) | 56 (2.5) | 40 (3.8) | 22 (3.3) | 29 (3.0) | 240 (1.6) | 78 (2.8) | 318 [1.8] | ||||||
Admission | OPD | 4,360 (37.2) | 475 (63.7) | *** | 388 (17.6) | 156 (14.9) | ** | 167 (24.7) | 81 (8.4) | *** | 4,915 (33.7) | 712 (25.8) | *** | 5,627 [32.4] | *** |
Emergency | 7,368 (62.8) | 271 (36.3) | 1,813 (82.4) | 893 (85.1) | 508 (75.3) | 884 (91.6) | 9,689 (66.3) | 2,048 (74.2) | 11,737 [67.6] | ||||||
Result | Recover | 11,297 (96.3) | 699 (93.7) | *** | 1,900 (86.3) | 848 (80.8) | *** | 511 (75.7) | 832 (86.2) | *** | 13,708 (93.9) | 2,379 (86.2) | *** | 16,087 [92.6] | *** |
Death | 431 (3.7) | 47 (6.3) | 301 (13.7) | 201 (19.2) | 164 (24.3) | 133 (13.8) | 896 (6.1) | 381 (13.8) | 1,277 [7.4] | ||||||
Disposition | Home | 10,611 (90.5) | 703 (94.2) | *** | 1,773 (80.6) | 864 (82.4) | 573 (84.9) | 857 (88.8) | * | 12,957 (88.7) | 2,424 (87.8) | ** | 15,381 [88.6] | *** | |
Transfer | 1,117 (9.5) | 43 (5.8) | 428 (19.4) | 185 (17.6) | 102 (15.1) | 108 (11.2) | 1,647 (11.3) | 336 (12.2) | 1,983 [11.4] | ||||||
Other diag. | M ± SD | 2.1 ± 1.87 | 2.0 ± 2.44 | *** | 2.0 ± 2.01 | 2.4 ± 2.73 | *** | 1.3 ± 1.62 | 2.2 ± 2.37 | *** | 2.0 ± 1.89 | 2.2 ± 2.54 | 2.0 ± 2.01 | *** | |
Chronic dis. | No | 5,365 (45.7) | 465 (62.3) | *** | 1,206 (54.8) | 678 (64.6) | *** | 502 (74.4) | 695 (72.0) | 7,073 (48.4) | 1,838 (66.6) | *** | 8,911 [51.3] | *** | |
HTN | 3,574 (30.5) | 184 (24.7) | 726 (33.0) | 244 (23.3) | 131 (19.4) | 210 (21.8) | 4,431 (30.3) | 638 (23.1) | 5,069 [29.2] | ||||||
DM | 950 (8.1) | 26 (3.5) | 68 (3.1) | 49 (4.7) | 21 (3.1) | 20 (2.1) | 1,039 (7.1) | 95 (3.4) | 1,134 [6.5] | ||||||
HTN&DM | 1,839 (15.7) | 71 (9.5) | 201 (9.1) | 78 (7.4) | 21 (3.1) | 40 (4.1) | 2,061 (14.1) | 189 (6.8) | 2,250 [13.0] | ||||||
Pre-op day | M ± SD | 6.9 ± 9.58 | *** | 3.2 ± 9.25 | *** | 3.3 ± 7.60 | *** | 4.2 ± 8.95 | *** | 4.2 ± 8.95 | *** | ||||
Bed | 100-299 | 2,406 (20.5) | 29 (3.9) | *** | 436 (19.8) | 154 (14.7) | ** | 72 (10.7) | 29 (3.0) | *** | 2,914 (20.0) | 212 (7.7) | *** | 3,126 [18.0] | *** |
300-499 | 1,553 (13.2) | 32 (4.3) | 346 (15.7) | 162 (15.4) | 81 (12.0) | 90 (9.3) | 1,980 (13.6) | 284 (10.3) | 2,264 [13.0] | ||||||
500-999 | 5,854 (49.9) | 394 (52.8) | 1,135 (51.6) | 573 (54.6) | 388 (57.5) | 668 (69.2) | 7,377 (50.5) | 1,635 (59.2) | 9,012 [51.9] | ||||||
1000 over | 1,915 (16.3) | 291 (39.0) | 284 (12.9) | 160 (15.3) | 134 (19.9) | 178 (18.4) | 2,333 (16.0) | 629 (22.8) | 2,962 [17.1] | ||||||
Year | 2005 | 3,037 (25.9) | 151 (20.2) | *** | 657 (29.9) | 293 (27.9) | 198 (29.3) | 261 (27.0) | 3,892 (26.7) | 705 (25.5) | 4,597 [26.5] | *** | |||
2006 | 3,163 (27.0) | 179 (24.0) | 587 (26.7) | 272 (25.9) | 200 (29.6) | 253 (26.2) | 3,950 (27.0) | 704 (25.5) | 4,654 [26.8] | ||||||
2007 | 2,639 (22.5) | 177 (23.7) | 462 (21.0) | 243 (23.2) | 136 (20.1) | 220 (22.8) | 3,237 (22.2) | 640 (23.2) | 3,877 [22.3] | ||||||
2008 | 2,889 (24.6) | 239 (32.0) | 495 (22.5) | 241 (23.0) | 141 (20.9) | 231 (23.9) | 3,525 (24.1) | 711 (25.8) | 4,236 [24.4] | ||||||
Total | 11,728 [94.0] | 746 [6.0] | 2,201 [67.7] | 1,049[32.3] | 675 [41.2] | 965 [58.8] | 14,604 [84.1] | 2,760 [15.9] | 17,364 [100.0] | ||||||
12,474 [71.8] | 3,250 [18.7] | 1,640 [9.4] | 17,364 [100.0] |
Cerebral infarction | Intracerebral hemorrhage | Subarachnoid hemorrhage | Stroke | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Estimate | t | p | Estimate | t | p | Estimate | t | p | Estimate | t | p | ||
Intercept | 2.084 | 48.251 | * | 2.609 | 27.604 | * | 1.778 | 11.708 | * | 2.265 | 57.632 | * | |
Gender (male) | Female | −0.007 | −0.481 | — | 0.073 | 2.213 | ** | −0.019 | −0.400 | — | 0.034 | 2.578 | *** |
Age | 0.000 | −0.470 | — | −0.002 | −2.060 | ** | 0.002 | 1.434 | — | −0.003 | −6.960 | * | |
Area (same) | Other | −0.013 | −0.769 | — | −0.095 | −2.365 | ** | −0.014 | −0.291 | — | −0.030 | −1.894 | — |
Payment (NHI) | Medical aid | 0.203 | 9.179 | * | 0.272 | 5.319 | * | 0.167 | 2.035 | ** | 0.201 | 9.692 | * |
Other | 0.220 | 3.634 | * | 0.338 | 3.553 | * | 0.339 | 2.646 | *** | 0.344 | 7.094 | * | |
Adm. (OPD) | Emergency | 0.203 | 13.531 | * | 0.285 | 6.518 | * | 0.701 | 11.272 | * | 0.347 | 24.141 | * |
Res. (Recover) | Death | −0.365 | −9.814 | * | −1.121 | −24.645 | * | −1.279 | −21.815 | * | −0.663 | −26.137 | * |
Dis. (Home) | Transfer | −0.102 | −4.147 | * | −0.326 | −7.739 | * | −0.507 | −7.572 | * | −0.127 | −6.108 | * |
Other diagnosis | 0.174 | 40.089 | * | 0.201 | 25.656 | * | 0.196 | 17.016 | * | 0.192 | 51.358 | * | |
Risk factor (non) | HTN | −0.105 | −5.931 | * | 0.002 | 0.062 | — | −0.076 | −1.303 | — | −0.125 | −7.797 | * |
DM | −0.065 | −2.332 | ** | −0.118 | −1.345 | — | −0.116 | −0.816 | — | −0.180 | −6.550 | * | |
HTN and DM | −0.181 | −7.618 | * | −0.286 | −4.533 | * | −0.473 | −3.843 | * | −0.319 | −14.109 | * | |
Bed (100−299) | 300–499 | −0.052 | −2.032 | ** | −0.114 | −2.047 | ** | 0.174 | 1.549 | — | −0.044 | −1.851 | — |
500–999 | −0.156 | −8.031 | * | −0.263 | −5.966 | * | 0.249 | 2.638 | *** | −0.144 | −7.884 | * | |
>1000 | −0.293 | −12.048 | * | −0.317 | −5.491 | * | 0.034 | 0.323 | — | −0.311 | −13.604 | * | |
Year (2005) | 2006 | 0.053 | 2.748 | — | 0.036 | 0.847 | 0.018 | 0.313 | 0.030 | 1.689 | — | ||
2007 | −0.029 | −1.411 | — | 0.048 | 1.048 | 0.029 | 0.465 | −0.029 | −1.570 | — | |||
2008 | −0.047 | −2.377 | ** | 0.071 | 1.589 | 0.081 | 1.306 | −0.040 | −2.175 | ** | |||
R2= | 0.167 | 0.301 | 0.366 | 0.198 | |||||||||
Adj R2= | 0.166 | 0.297 | 0.359 | 0.198 | |||||||||
F= | 139.000 | 77.350 | 52.027 | 238.539 | |||||||||
p= | 0.000 | 0.000 | 0.000 | 0.000 |
Operation | Cerebral infarction | Intracerebral hemorrhage | Subarachnoid hemorrhage | Stroke | |||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
NOP | OP | NOP | OP | NOP | OP | NOP | OP | ||||||||||||||||||
Est | t | p | Est | t | p | Est | t | p | Est | t | p | Est | t | p | Est | t | p | Est | t | p | Est | t | p | ||
Intercept | 1.928 | 43.248 | * | 2.620 | 15.431 | * | 2.493 | 21.362 | * | 2.771 | 18.194 | * | 1.377 | 6.298 | * | 3.026 | 17.023 | * | 2.051 | 48.828 | * | 2.767 | 31.579 | * | |
Gender (male) | Female | −0.042 | −2.908 | ** | 0.072 | 1.399 | — | 0.052 | 1.282 | — | 0.168 | 3.260 | ** | 0.010 | 0.126 | — | −0.048 | −1.092 | — | −0.021 | −1.501 | — | 0.093 | 3.344 | ** |
Age | 0.003 | 4.892 | * | −0.002 | −1.315 | — | 0.000 | −0.303 | — | −0.003 | −2.127 | *** | 0.005 | 2.016 | *** | 0.004 | 2.025 | *** | 0.001 | 1.821 | — | −0.002 | −2.102 | *** | |
Area (same) | Other | −0.040 | −2.312 | *** | −0.011 | −0.211 | — | −0.079 | −1.541 | — | −0.185 | −3.165 | ** | −0.025 | −0.298 | — | −0.044 | −0.998 | — | −0.055 | −3.261 | ** | −0.090 | −2.975 | ** |
Payment (NHI) | Medical aid | 0.195 | 8.773 | * | 0.147 | 1.819 | — | 0.311 | 4.825 | * | 0.177 | 2.277 | *** | −0.049 | −0.344 | — | 0.263 | 3.450 | ** | 0.200 | 9.190 | * | 0.188 | 4.126 | * |
Other | 0.242 | 3.987 | * | −0.005 | −0.021 | — | 0.371 | 2.916 | ** | 0.123 | 0.947 | — | 0.181 | 0.855 | — | 0.377 | 3.083 | ** | 0.299 | 5.545 | * | 0.233 | 2.800 | ** | |
Adm. (OPD) | Emergency | 0.234 | 15.406 | * | 0.425 | 7.231 | * | 0.223 | 4.173 | * | 0.368 | 5.180 | * | 0.550 | 6.032 | * | 0.191 | 2.602 | ** | 0.296 | 19.712 | * | 0.407 | 12.173 | * |
Res. (recover) | Death | −0.416 | −10.892 | * | −0.639 | −6.055 | * | −1.221 | −20.356 | * | −1.029 | −15.843 | * | −1.067 | −11.433 | * | −1.198 | −19.990 | * | −0.657 | −22.627 | * | −1.032 | −25.358 | * |
Dis. (home) | Transfer | −0.112 | −4.571 | * | 0.128 | 1.171 | — | −0.445 | −8.606 | * | −0.014 | −0.213 | — | −0.742 | −6.806 | * | −0.070 | −1.061 | — | −0.157 | −7.132 | * | −0.022 | −0.507 | — |
Other diagnosis | 0.165 | 36.829 | * | 0.174 | 13.985 | * | 0.207 | 18.288 | * | 0.170 | 16.845 | * | 0.214 | 8.058 | * | 0.132 | 13.655 | * | 0.179 | 42.025 | * | 0.161 | 26.328 | * | |
Risk (non) | HTN | −0.073 | −4.089 | * | −0.177 | −2.756 | ** | 0.014 | 0.292 | — | 0.110 | 1.764 | — | −0.081 | −0.777 | — | −0.015 | −0.291 | — | −0.062 | −3.652 | * | −0.014 | −0.408 | — |
DM | −0.020 | −0.730 | — | −0.098 | −0.709 | — | −0.182 | −1.544 | — | −0.070 | −0.590 | — | −0.081 | −0.362 | — | 0.003 | 0.018 | — | −0.088 | −3.113 | ** | −0.063 | −0.828 | — | |
HTN and DM | −0.126 | −5.277 | * | −0.292 | −2.984 | ** | −0.279 | −3.554 | * | −0.214 | −2.102 | *** | −0.528 | −2.320 | *** | −0.345 | −3.165 | ** | −0.195 | −8.236 | * | −0.268 | −4.541 | * | |
Bed (100−299) | 300–499 | −0.049 | −1.968 | *** | −0.076 | −0.442 | — | −0.099 | −1.465 | — | −0.229 | −2.520 | *** | 0.213 | 1.353 | — | −0.253 | −1.839 | — | −0.045 | −1.885 | — | −0.214 | −3.269 | ** |
500–999 | −0.198 | −10.254 | * | 0.013 | 0.101 | — | −0.271 | −5.078 | * | −0.311 | −4.224 | * | 0.076 | 0.597 | — | −0.200 | −1.638 | — | −0.212 | −11.347 | * | −0.188 | −3.561 | * | |
>1000 | −0.345 | −14.021 | * | −0.436 | −3.214 | ** | −0.264 | −3.668 | * | −0.530 | −5.834 | * | −0.029 | −0.196 | — | −0.440 | −3.426 | ** | −0.357 | −14.944 | * | −0.500 | −8.470 | * | |
Year (2005) | 2006 | 0.046 | 2.366 | *** | 0.108 | 1.457 | — | −0.029 | −0.547 | — | 0.190 | 2.831 | ** | −0.038 | −0.393 | — | 0.048 | 0.862 | — | 0.017 | 0.897 | — | 0.113 | 2.979 | ** |
2007 | −0.043 | −2.130 | *** | 0.032 | 0.430 | — | 0.078 | 1.376 | — | −0.049 | −0.711 | — | 0.055 | 0.514 | — | −0.007 | −0.127 | — | −0.039 | −1.997 | ** | −0.017 | −0.426 | — | |
2008 | −0.073 | −3.640 | * | 0.033 | 0.471 | — | 0.076 | 1.365 | — | 0.055 | 0.788 | — | 0.009 | 0.084 | — | 0.096 | 1.667 | — | −0.065 | −3.377 | * | 0.049 | 1.289 | — | |
R2= | 0.177 | 0.445 | 0.286 | 0.398 | 0.267 | 0.404 | 0.185 | 0.397 | |||||||||||||||||
Adj. R2= | 0.176 | 0.431 | 0.280 | 0.387 | 0.247 | 0.393 | 0.184 | 0.393 | |||||||||||||||||
F= | 139.826 | 32.342 | 48.544 | 37.826 | 13.282 | 35.619 | 184.148 | 100.233 | |||||||||||||||||
p= | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
N: Patient, TLOS: Total LOS, ALOS: Average LOS, SD: Standard deviation, CI: Cerebral infarction, IH: Intracerebral hemorrhage, SAH; Subarachnoid hemorrhage, NOP: Non-operation OP: Operation.
NHI: National Health Insurance.
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