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Table 4 Sensitivity analyses, patient level

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

   

Model diagnostics (R 2 )

0.63

   

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

   

Model diagnostics (R 2 )

0.62

   
  1. NOTE: Parameter estimates that are statistically significant at 5 per cent level have the suffix *.
  2. Quality included as 30 days mortality.