Global Health Economics & Outcomes Research

 

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    Nausea with Vomiting In DATA2
 
 
   

 

 

 

Model Information

Data Set

DERIVED.STUDY_POPULATION

 

Response Variable

ae8

Nausea With Vomiting

Number of Response Levels

2

 

Number of Observations

2685854

 

Model

binary logit

 

Optimization Technique

Fisher's scoring

 

 

 

Response Profile

Ordered
Value

ae8

Total
Frequency

1

1

29880

2

0

2655974

 

Probability modeled is ae8=1.

 

 

Model Convergence Status

Convergence criterion (GCONV=1E-8) satisfied.

 

 

Model Fit Statistics

Criterion

Intercept
Only

Intercept
and
Covariates

AIC

328262.57

297119.16

SC

328275.37

298373.90

-2 Log L

328260.57

296923.16

 

 

Testing Global Null Hypothesis: BETA=0

Test

Chi-Square

DF

Pr > ChiSq

Likelihood Ratio

31337.4153

97

<.0001

Score

42281.3443

97

<.0001

Wald

31037.0319

97

<.0001

 

 

Analysis of Maximum Likelihood Estimates

Parameter

DF

Estimate

Standard
Error

Wald
Chi-Square

Pr > ChiSq

Intercept

1

-4.4569

0.0211

44722.6933

<.0001

opioid

1

2.2218

0.0533

1734.5015

<.0001

anesthesia

1

2.1106

0.0962

480.9108

<.0001

otherdx

1

1.1077

0.0191

3346.5092

<.0001

agegrp

1

-0.1169

0.00377

958.7501

<.0001

female

1

0.5240

0.0129

1661.1968

<.0001

interact_any

1

0.1617

0.0993

2.6496

0.1036

laparoscopy

1

-0.1931

0.0965

4.0059

0.0453

laparotomy

1

0.0184

0.0860

0.0460

0.8302

plastic_surgery

1

-0.5116

0.1581

10.4721

0.0012

maj_breast_rstn

1

-0.5967

0.3196

3.4843

0.0620

craniotomy

1

-0.2001

0.2451

0.6670

0.4141

hysterectomy

1

0.8937

0.0527

287.7137

<.0001

GU

1

0.0539

0.0546

0.9748

0.3235

orthopedic

1

-0.0189

0.0372

0.2585

0.6111

abdominal

1

-0.6816

0.0318

459.3386

<.0001

other_abdominal

1

-0.0282

0.0344

0.6736

0.4118

hosp1

1

0.3338

0.0644

26.8421

<.0001

hosp2

1

0.4580

0.0764

35.9603

<.0001

hosp3

1

-0.2645

0.0777

11.5838

0.0007

hosp4

1

0.8125

0.0496

268.4418

<.0001

hosp5

1

-0.1678

0.1059

2.5094

0.1132

hosp6

1

-0.0881

0.0747

1.3899

0.2384

hosp7

1

-0.3972

0.1167

11.5957

0.0007

hosp8

1

-1.4335

0.1482

93.6254

<.0001

hosp9

1

-0.5200

0.1142

20.7429

<.0001

hosp10

1

-0.5138

0.0951

29.1971

<.0001

hosp11

1

-1.1248

0.1533

53.8226

<.0001

hosp12

1

-0.3874

0.0804

23.2472

<.0001

hosp13

1

0.2136

0.0748

8.1420

0.0043

hosp14

1

0.0535

0.0958

0.3115

0.5768

hosp15

1

0.4599

0.0831

30.6376

<.0001

hosp16

1

0.3782

0.0630

36.0225

<.0001

hosp17

1

-0.6937

0.1282

29.2808

<.0001

hosp18

1

-0.9604

0.1371

49.0638

<.0001

hosp19

1

0.7599

0.0676

126.1709

<.0001

hosp20

1

0.3097

0.0827

14.0228

0.0002

hosp21

1

0.00539

0.0851

0.0040

0.9495

hosp22

1

-0.7818

0.1233

40.2398

<.0001

hosp23

1

-0.3730

0.1001

13.8840

0.0002

hosp24

1

0.8510

0.0547

242.3875

<.0001

hosp25

1

-0.7122

0.1538

21.4341

<.0001

hosp26

1

-0.5953

0.1390

18.3329

<.0001

hosp27

1

-0.8648

0.1134

58.1165

<.0001

hosp28

1

-0.0941

0.1250

0.5664

0.4517

hosp29

1

0.1911

0.0717

7.0984

0.0077

hosp30

1

0.9209

0.0784

138.1208

<.0001

hosp31

1

0.5022

0.0762

43.4068

<.0001

hosp32

1

0.5467

0.0495

121.9276

<.0001

hosp33

1

0.2532

0.0568

19.8726

<.0001

hosp34

1

-0.4860

0.1399

12.0621

0.0005

hosp35

1

0.2771

0.0902

9.4495

0.0021

hosp36

1

0.1743

0.1046

2.7752

0.0957

hosp37

1

-0.4964

0.1075

21.3157

<.0001

hosp38

1

0.3750

0.0727

26.6380

<.0001

hosp39

1

-0.0938

0.0897

1.0926

0.2959

hosp40

1

0.3890

0.0590

43.4576

<.0001

hosp41

1

0.8239

0.0688

143.5517

<.0001

hosp42

1

0.1257

0.0890

1.9952

0.1578

hosp43

1

-0.3155

0.1603

3.8718

0.0491

hosp44

1

0.1614

0.1587

1.0346

0.3091

hosp45

1

0.2287

0.1864

1.5056

0.2198

hosp46

1

-0.4618

0.1148

16.1820

<.0001

hosp47

1

0.5621

0.0730

59.2157

<.0001

hosp48

1

-0.7596

0.3554

4.5671

0.0326

hosp49

1

-0.2039

0.1131

3.2518

0.0713

hosp50

1

0.4757

0.0691

47.4157

<.0001

hosp51

1

0.0298

0.1288

0.0537

0.8168

hosp52

1

-0.2234

0.0922

5.8723

0.0154

hosp53

1

-0.7159

0.4106

3.0390

0.0813

hosp54

1

-0.3448

0.1742

3.9187

0.0478

hosp55

1

-0.9488

0.2518

14.2029

0.0002

hosp56

1

0.5735

0.0827

48.1437

<.0001

hosp57

1

0.5259

0.0835

39.6193

<.0001

hosp58

1

-0.4179

0.1330

9.8782

0.0017

hosp59

1

-1.1144

0.1698

43.0683

<.0001

hosp60

1

-1.6877

0.2782

36.8094

<.0001

hosp61

1

-0.1794

0.0958

3.5065

0.0611

hosp62

1

-0.1701

0.1193

2.0335

0.1539

hosp63

1

0.0920

0.1250

0.5412

0.4619

source4

1

-0.0763

0.0355

4.6099

0.0318

source5

1

-0.2870

0.0817

12.3488

0.0004

source6

1

0.0646

0.0722

0.8007

0.3709

source7

1

0.2262

0.0136

276.4649

<.0001

sev_resp

1

-0.1458

0.0118

153.6370

<.0001

sev_pulmonary

1

-0.2610

0.0259

101.3188

<.0001

sev_coronary

1

-0.3352

0.0223

225.5841

<.0001

sev_cardio

1

-0.3571

0.0129

765.8904

<.0001

sev_GI

1

0.4386

0.00626

4914.8197

<.0001

sev_hepatitic

1

0.2809

0.00977

826.3081

<.0001

sev_musc

1

-0.2544

0.0137

344.4250

<.0001

sev_skin

1

-0.2342

0.0250

87.6928

<.0001

sev_diabetes

1

0.4398

0.0105

1754.7064

<.0001

sev_renal

1

0.2079

0.00927

502.7648

<.0001

sev_maternity

1

-1.4268

0.0246

3351.4404

<.0001

sev_psych

1

-0.4816

0.0468

105.8075

<.0001

sev_alcohol_drugs

1

-0.4180

0.0406

106.2060

<.0001

sev_HIV

1

0.1543

0.0276

31.2540

<.0001

 

 

Odds Ratio Estimates

Effect

Point Estimate

95% Wald
Confidence Limits

opioid

9.224

8.308

10.241

anesthesia

8.253

6.835

9.967

otherdx

3.027

2.916

3.143

agegrp

0.890

0.883

0.896

female

1.689

1.647

1.732

interact_any

1.176

0.968

1.428

laparoscopy

0.824

0.682

0.996

laparotomy

1.019

0.861

1.206

plastic_surgery

0.600

0.440

0.817

maj_breast_rstn

0.551

0.294

1.030

craniotomy

0.819

0.506

1.323

hysterectomy

2.444

2.204

2.710

GU

1.055

0.948

1.175

orthopedic

0.981

0.912

1.055

abdominal

0.506

0.475

0.538

other_abdominal

0.972

0.909

1.040

hosp1

1.396

1.231

1.584

hosp2

1.581

1.361

1.836

hosp3

0.768

0.659

0.894

hosp4

2.254

2.045

2.484

hosp5

0.846

0.687

1.041

hosp6

0.916

0.791

1.060

hosp7

0.672

0.535

0.845

hosp8

0.238

0.178

0.319

hosp9

0.595

0.475

0.744

hosp10

0.598

0.496

0.721

hosp11

0.325

0.240

0.439

hosp12

0.679

0.580

0.795

hosp13

1.238

1.069

1.434

hosp14

1.055

0.874

1.273

hosp15

1.584

1.346

1.864

hosp16

1.460

1.290

1.652

hosp17

0.500

0.389

0.642

hosp18

0.383

0.293

0.501

hosp19

2.138

1.873

2.441

hosp20

1.363

1.159

1.603

hosp21

1.005

0.851

1.188

hosp22

0.458

0.359

0.583

hosp23

0.689

0.566

0.838

hosp24

2.342

2.104

2.607

hosp25

0.491

0.363

0.663

hosp26

0.551

0.420

0.724

hosp27

0.421

0.337

0.526

hosp28

0.910

0.712

1.163

hosp29

1.211

1.052

1.393

hosp30

2.512

2.154

2.928

hosp31

1.652

1.423

1.919

hosp32

1.728

1.568

1.904

hosp33

1.288

1.152

1.440

hosp34

0.615

0.468

0.809

hosp35

1.319

1.106

1.574

hosp36

1.190

0.970

1.461

hosp37

0.609

0.493

0.751

hosp38

1.455

1.262

1.678

hosp39

0.910

0.764

1.086

hosp40

1.475

1.314

1.656

hosp41

2.279

1.992

2.608

hosp42

1.134

0.952

1.350

hosp43

0.729

0.533

0.999

hosp44

1.175

0.861

1.604

hosp45

1.257

0.872

1.811

hosp46

0.630

0.503

0.789

hosp47

1.754

1.520

2.024

hosp48

0.468

0.233

0.939

hosp49

0.816

0.653

1.018

hosp50

1.609

1.405

1.843

hosp51

1.030

0.800

1.326

hosp52

0.800

0.668

0.958

hosp53

0.489

0.219

1.093

hosp54

0.708

0.503

0.997

hosp55

0.387

0.236

0.634

hosp56

1.775

1.509

2.087

hosp57

1.692

1.436

1.993

hosp58

0.658

0.507

0.854

hosp59

0.328

0.235

0.458

hosp60

0.185

0.107

0.319

hosp61

0.836

0.693

1.008

hosp62

0.844

0.668

1.066

hosp63

1.096

0.858

1.401

source4

0.927

0.864

0.993

source5

0.751

0.639

0.881

source6

1.067

0.926

1.229

source7

1.254

1.221

1.288

sev_resp

0.864

0.845

0.884

sev_pulmonary

0.770

0.732

0.810

sev_coronary

0.715

0.685

0.747

sev_cardio

0.700

0.682

0.718

sev_GI

1.550

1.532

1.570

sev_hepatitic

1.324

1.299

1.350

sev_musc

0.775

0.755

0.797

sev_skin

0.791

0.753

0.831

sev_diabetes

1.552

1.521

1.585

sev_renal

1.231

1.209

1.254

sev_maternity

0.240

0.229

0.252

sev_psych

0.618

0.564

0.677

sev_alcohol_drugs

0.658

0.608

0.713

sev_HIV

1.167

1.105

1.232

 

 

Association of Predicted Probabilities and Observed Responses

Percent Concordant

75.5

Somers' D

0.556

Percent Discordant

19.9

Gamma

0.583

Percent Tied

4.6

Tau-a

0.012

Pairs

79360503120

c

0.778

 

 

 

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