From: Is quality costly? Patient and hospital cost drivers in vascular surgery
Variable name | Parameter estimate (2009 EURO’s) | Standard error | t value | Probability of estimate = 0 |
---|---|---|---|---|
Sensitivity analysis 1: Only the first discharge per patient per year is included | ||||
Department 1 | 696 | 618 | 1.13 | 0.2599 |
Department 2 | 668 | 658 | 1.02 | 0.3096 |
Department 3 | −298 | 549 | −0.54 | 0.5875 |
Department 4 | −915 | 540 | −1.70 | 0.0899 |
Department 5 | −1,044 | 544 | −1.92 | 0.0551 |
Department 6 | 1,588* | 540 | 2.94 | 0.0033 |
Department 7 | −1,152 | 905 | −1.27 | 0.2034 |
Department 8 | 1,157* | 555 | 2.08 | 0.0372 |
Department 9 | 49 | 558 | 0.09 | 0.9300 |
2006 | 480 | 263 | 1.82 | 0.0682 |
2007 | 1,888* | 229 | 8.25 | < .0001 |
2008 | 495* | 249 | 1.99 | 0.0465 |
2009 | 1,206* | 232 | 5.19 | < .0001 |
DRG index | 4,395* | 249 | 17.65 | < .0001 |
DRG index squared | 744* | 52 | 14.32 | < .0001 |
Age less than 50 | 48 | 275 | 0.18 | 0.8610 |
Age 50-60 | 137 | 234 | 0.59 | 0.5585 |
Age 70-80 | 178 | 186 | 0.96 | 0.3375 |
Age 80-90 | 86 | 242 | 0.35 | 0.7227 |
Age 90+ | −1,344* | 668 | −2.01 | 0.0444 |
Woman | −534* | 151 | −3.53 | 0.0004 |
Daily smoker | −100 | 96 | −1.04 | 0.2983 |
BMI information missing | 1,440* | 459 | 3.14 | 0.0017 |
Underweight | −272 | 449 | −0.61 | 0.5451 |
Overweight | 37 | 198 | 0.19 | 0.8519 |
Obese | 380 | 267 | 1.42 | 0.1542 |
Very obese | −1,505 | 946 | −1.59 | 0.1116 |
Diabetes | −225 | 108 | −2.08 | 0.0380 |
Cerebral comorbidity | −159 | 84 | −1.89 | 0.0589 |
Hypertension | −380* | 126 | −3.01 | 0.0026 |
Cardiac comorbidity | 20 | 54 | 0.37 | 0.7107 |
Pulmonary comorbidity | 590* | 181 | 3.26 | 0.0011 |
Very acute admission | 2,748* | 575 | 4.78 | < .0001 |
Acute admission | 1,247 | 334 | 3.74 | 0.0002 |
Elective | 896 | 311 | 2.88 | 0.0040 |
Severity information missing | −126 | 420 | −0.30 | 0.7640 |
Moderate (ASA = 2) | −524* | 207 | −2.53 | 0.0113 |
Severe (ASA = 3) | −335 | 245 | −1.37 | 0.1718 |
Very severe/fatal (ASA > 3) | 1,586* | 468 | 3.39 | 0.0007 |
Lenght of stay | 646* | 11 | 58.20 | < .0001 |
30 days mortality | 4,113* | 426 | 9.66 | < .0001 |
No. observations | 19,185 | Â | Â | Â |
Model diagnostics (R 2 ) | 0.63 | Â | Â | Â |
Sensitivity analysis 2: All observations are included | ||||
Department 1 d1 | 1,084 | 597 | 1.81 | 0.0697 |
Department 2 | 883 | 643 | 1.37 | 0.1696 |
Department 3 | −156 | 528 | −0.30 | 0.7672 |
Department 4 | −636 | 525 | −1.21 | 0.2255 |
Department 5 | −755 | 530 | −1.43 | 0.1541 |
Department 6 | 2,096* | 525 | 3.99 | < .0001 |
Department 7 | −930 | 871 | −1.07 | 0.2854 |
Department 8 | 1,423* | 541 | 2.63 | 0.0085 |
Department 9 | 386 | 544 | 0.71 | 0.4774 |
Department 10 | −972 | 533 | −1.82 | 0.0685 |
Department 11 | 6,672* | 1,721 | 3.88 | 0.0001 |
2006 | 840* | 251 | 3.35 | 0.0008 |
2007 | 2,036* | 220 | 9.25 | < .0001 |
2008 | 566* | 237 | 2.39 | 0.0169 |
2009 | 1,324* | 222 | 5.96 | < .0001 |
DRG index | 4,712* | 243 | 19.37 | < .0001 |
DRG index squared | 727* | 51 | 14.15 | < .0001 |
Age less than 50 | −40 | 267 | −0.15 | 0.8815 |
Age 50-60 | −43 | 227 | −0.19 | 0.8513 |
Age 70-80 | 138 | 181 | 0.76 | 0.4458 |
Age 80-90 | 133 | 236 | 0.56 | 0.5733 |
Age 90+ | −1,426* | 650 | −2.19 | 0.0284 |
Woman | −564* | 148 | −3.82 | 0.0001 |
Daily smoker | −106 | 94 | −1.13 | 0.2583 |
BMI information missing | 1,096* | 450 | 2.44 | 0.0148 |
Underweight | −197 | 440 | −0.45 | 0.6537 |
Overweight | −15 | 194 | −0.08 | 0.9372 |
Obese | 303 | 261 | 1.16 | 0.2445 |
Very obese | −1,350 | 922 | −1.46 | 0.1433 |
Diabetes | −177 | 105 | −1.68 | 0.0932 |
Cerebral comorbidity | −149 | 83 | −1.80 | 0.0716 |
Hypertension | −334* | 123 | −2.71 | 0.0068 |
Cardiac comorbidity | 25 | 53 | 0.46 | 0.6429 |
Pulmonary comorbidity | 485* | 176 | 2.75 | 0.0060 |
Very acute admission | 2,365* | 553 | 4.28 | < .0001 |
Acute admission | 1,206* | 323 | 3.73 | 0.0002 |
Elective | 790* | 301 | 2.62 | 0.0088 |
Severity information missing | −421 | 407 | −1.03 | 0.3014 |
Moderate (ASA = 2) | −480* | 202 | −2.37 | 0.0177 |
Severe (ASA = 3) | −269 | 238 | −1.13 | 0.2579 |
Very severe/fatal (ASA > 3) | 1,600* | 460 | 3.48 | 0.0005 |
Lenght of stay | 547* | 10 | 53.62 | < .0001 |
30 days mortality | 3,893* | 422 | 9.22 | < .0001 |
No. observations | 21,954 | Â | Â | Â |
Model diagnostics (R 2 ) | 0.62 | Â | Â | Â |