Global Health Economics & Outcomes Research

 

HomeAbout GHEORCore Consulting ServicesBenefits to CustomersEmployment OpportunitiesContact Us
   
    Nausea Only In DATA2
 
 
   

 

 

Model Information

Data Set

DERIVED.STUDY_POPULATION

 

Response Variable

ae9

Nausea Only

Number of Response Levels

2

 

Number of Observations

2685854

 

Model

binary logit

 

Optimization Technique

Fisher's scoring

 

 

 

Response Profile

Ordered
Value

ae9

Total
Frequency

1

1

13707

2

0

2672147

 

Probability modeled is ae9=1.

 

 

Model Convergence Status

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

 

 

Model Fit Statistics

Criterion

Intercept
Only

Intercept
and
Covariates

AIC

172032.84

158949.44

SC

172045.64

160255.40

-2 Log L

172030.84

158745.44

 

 

Testing Global Null Hypothesis: BETA=0

Test

Chi-Square

DF

Pr > ChiSq

Likelihood Ratio

13285.3975

101

<.0001

Score

32456.2008

101

<.0001

Wald

16617.4054

101

<.0001

 

 

Analysis of Maximum Likelihood Estimates

Parameter

DF

Estimate

Standard
Error

Wald
Chi-Square

Pr > ChiSq

Intercept

1

-5.5053

0.0321

29397.7705

<.0001

opioid

1

3.2308

0.0521

3844.0845

<.0001

anesthesia

1

1.9906

0.1149

299.9643

<.0001

otherdx

1

1.6246

0.0266

3741.3727

<.0001

agegrp

1

-0.00435

0.00583

0.5563

0.4558

female

1

0.5887

0.0200

870.2417

<.0001

interact6

1

0.1938

0.1995

0.9436

0.3314

interact7

1

0.2617

0.2262

1.3387

0.2473

interact8

1

-0.1457

0.0963

2.2922

0.1300

interact9

1

-0.3819

0.1932

3.9092

0.0480

interact10

1

-0.1616

0.2026

0.6364

0.4250

laparoscopy

1

0.6436

0.0965

44.5003

<.0001

laparotomy

1

0.1162

0.1429

0.6611

0.4162

plastic_surgery

1

0.2001

0.1450

1.9054

0.1675

maj_breast_rstn

1

0.9402

0.1890

24.7561

<.0001

craniotomy

1

0.1599

0.3056

0.2737

0.6008

hysterectomy

1

1.2851

0.0539

569.2795

<.0001

GU

1

0.3439

0.0578

35.3977

<.0001

orthopedic

1

0.5755

0.0348

273.1867

<.0001

abdominal

1

0.1660

0.0460

13.0358

0.0003

other_abdominal

1

0.1517

0.0497

9.3216

0.0023

hosp1

1

0.2260

0.1000

5.1120

0.0238

hosp2

1

0.4444

0.1198

13.7645

0.0002

hosp3

1

-0.4172

0.1254

11.0732

0.0009

hosp4

1

1.4011

0.0544

662.9244

<.0001

hosp5

1

0.7682

0.0999

59.1764

<.0001

hosp6

1

0.1885

0.1018

3.4269

0.0641

hosp7

1

-0.2892

0.1688

2.9347

0.0867

hosp8

1

-1.7695

0.2678

43.6460

<.0001

hosp9

1

-1.6534

0.3167

27.2612

<.0001

hosp10

1

-0.6603

0.1450

20.7349

<.0001

hosp11

1

-1.2074

0.2192

30.3293

<.0001

hosp12

1

0.2221

0.0862

6.6361

0.0100

hosp13

1

-0.1799

0.1348

1.7813

0.1820

hosp14

1

-0.7882

0.2191

12.9394

0.0003

hosp15

1

0.8636

0.1005

73.8948

<.0001

hosp16

1

0.3568

0.0849

17.6572

<.0001

hosp17

1

-0.7615

0.1835

17.2191

<.0001

hosp18

1

-0.8581

0.1935

19.6690

<.0001

hosp19

1

0.6170

0.1082

32.5077

<.0001

hosp20

1

-0.0679

0.1446

0.2204

0.6387

hosp21

1

-0.0549

0.1207

0.2068

0.6493

hosp22

1

0.0160

0.1229

0.0170

0.8963

hosp23

1

-0.8839

0.1849

22.8552

<.0001

hosp24

1

-0.1123

0.1263

0.7907

0.3739

hosp25

1

-0.4855

0.2100

5.3450

0.0208

hosp26

1

-0.2627

0.1551

2.8698

0.0903

hosp27

1

-0.1676

0.1234

1.8427

0.1746

hosp28

1

-1.5282

0.4092

13.9449

0.0002

hosp29

1

0.4516

0.0938

23.1566

<.0001

hosp30

1

1.2637

0.1049

144.9844

<.0001

hosp31

1

0.1738

0.1411

1.5176

0.2180

hosp32

1

0.3150

0.0808

15.1954

<.0001

hosp33

1

-0.5858

0.1244

22.1609

<.0001

hosp34

1

-0.1705

0.1541

1.2240

0.2686

hosp35

1

-1.2271

0.2892

18.0085

<.0001

hosp36

1

-0.0318

0.1539

0.0426

0.8364

hosp37

1

-0.3435

0.1622

4.4863

0.0342

hosp38

1

0.5114

0.0923

30.7121

<.0001

hosp39

1

0.0834

0.1153

0.5231

0.4695

hosp40

1

-1.0050

0.1633

37.8858

<.0001

hosp41

1

0.7211

0.1027

49.2671

<.0001

hosp42

1

-0.2466

0.1421

3.0143

0.0825

hosp43

1

0.2896

0.1947

2.2130

0.1369

hosp44

1

-0.0741

0.2598

0.0814

0.7755

hosp45

1

0.7123

0.2070

11.8398

0.0006

hosp46

1

0.5323

0.1075

24.5297

<.0001

hosp47

1

0.0956

0.1140

0.7036

0.4016

hosp48

1

-2.1679

1.0006

4.6941

0.0303

hosp49

1

0.2684

0.1314

4.1742

0.0410

hosp50

1

0.1444

0.1133

1.6247

0.2024

hosp51

1

-0.2947

0.2144

1.8884

0.1694

hosp52

1

0.0768

0.1145

0.4501

0.5023

hosp53

1

-9.7748

55.1852

0.0314

0.8594

hosp54

1

-0.2723

0.2267

1.4424

0.2298

hosp55

1

-0.2377

0.2608

0.8310

0.3620

hosp56

1

0.2357

0.1262

3.4885

0.0618

hosp57

1

1.0042

0.0887

128.1180

<.0001

hosp58

1

-0.7695

0.2681

8.2376

0.0041

hosp59

1

-1.0804

0.2508

18.5508

<.0001

hosp60

1

-1.0953

0.3340

10.7543

0.0010

hosp61

1

0.1194

0.1100

1.1766

0.2780

hosp62

1

0.7138

0.1121

40.5262

<.0001

hosp63

1

-0.0998

0.2013

0.2459

0.6200

source4

1

0.0885

0.0423

4.3757

0.0365

source5

1

-0.5302

0.1263

17.6236

<.0001

source6

1

-0.3269

0.1088

9.0303

0.0027

source7

1

-0.3936

0.0210

352.9346

<.0001

sev_resp

1

-0.1372

0.0169

65.7944

<.0001

sev_pulmonary

1

-0.1744

0.0337

26.7466

<.0001

sev_coronary

1

0.0267

0.0180

2.1983

0.1382

sev_cardio

1

-0.2692

0.0167

259.5502

<.0001

sev_GI

1

0.00819

0.0125

0.4266

0.5137

sev_hepatitic

1

0.0288

0.0192

2.2471

0.1339

sev_musc

1

-0.0317

0.0146

4.7477

0.0293

sev_skin

1

-0.0618

0.0295

4.3864

0.0362

sev_diabetes

1

0.0529

0.0233

5.1509

0.0232

sev_renal

1

-0.0814

0.0189

18.6441

<.0001

sev_maternity

1

-1.0348

0.0281

1351.7379

<.0001

sev_psych

1

-0.1582

0.0488

10.5031

0.0012

sev_alcohol_drugs

1

-0.4485

0.0671

44.7254

<.0001

sev_HIV

1

-0.0548

0.0659

0.6907

0.4059

 

 

Odds Ratio Estimates

Effect

Point Estimate

95% Wald
Confidence Limits

opioid

25.300

22.843

28.020

anesthesia

7.320

5.843

9.169

otherdx

5.076

4.819

5.347

agegrp

0.996

0.984

1.007

female

1.802

1.733

1.874

interact6

1.214

0.821

1.795

interact7

1.299

0.834

2.024

interact8

0.864

0.716

1.044

interact9

0.683

0.467

0.997

interact10

0.851

0.572

1.265

laparoscopy

1.903

1.575

2.299

laparotomy

1.123

0.849

1.486

plastic_surgery

1.222

0.919

1.623

maj_breast_rstn

2.560

1.768

3.708

craniotomy

1.173

0.645

2.136

hysterectomy

3.615

3.253

4.018

GU

1.410

1.259

1.580

orthopedic

1.778

1.661

1.904

abdominal

1.181

1.079

1.292

other_abdominal

1.164

1.056

1.283

hosp1

1.254

1.031

1.525

hosp2

1.560

1.233

1.972

hosp3

0.659

0.515

0.842

hosp4

4.060

3.649

4.516

hosp5

2.156

1.773

2.622

hosp6

1.207

0.989

1.474

hosp7

0.749

0.538

1.043

hosp8

0.170

0.101

0.288

hosp9

0.191

0.103

0.356

hosp10

0.517

0.389

0.687

hosp11

0.299

0.195

0.459

hosp12

1.249

1.055

1.479

hosp13

0.835

0.641

1.088

hosp14

0.455

0.296

0.699

hosp15

2.372

1.948

2.888

hosp16

1.429

1.210

1.687

hosp17

0.467

0.326

0.669

hosp18

0.424

0.290

0.619

hosp19

1.853

1.499

2.291

hosp20

0.934

0.704

1.240

hosp21

0.947

0.747

1.199

hosp22

1.016

0.799

1.293

hosp23

0.413

0.288

0.594

hosp24

0.894

0.698

1.145

hosp25

0.615

0.408

0.929

hosp26

0.769

0.567

1.042

hosp27

0.846

0.664

1.077

hosp28

0.217

0.097

0.484

hosp29

1.571

1.307

1.888

hosp30

3.538

2.881

4.347

hosp31

1.190

0.902

1.569

hosp32

1.370

1.170

1.605

hosp33

0.557

0.436

0.710

hosp34

0.843

0.623

1.141

hosp35

0.293

0.166

0.517

hosp36

0.969

0.716

1.310

hosp37

0.709

0.516

0.975

hosp38

1.668

1.392

1.998

hosp39

1.087

0.867

1.363

hosp40

0.366

0.266

0.504

hosp41

2.057

1.682

2.516

hosp42

0.781

0.592

1.032

hosp43

1.336

0.912

1.957

hosp44

0.929

0.558

1.545

hosp45

2.039

1.359

3.059

hosp46

1.703

1.379

2.102

hosp47

1.100

0.880

1.376

hosp48

0.114

0.016

0.813

hosp49

1.308

1.011

1.692

hosp50

1.155

0.925

1.443

hosp51

0.745

0.489

1.134

hosp52

1.080

0.863

1.352

hosp53

<0.001

<0.001

>999.999

hosp54

0.762

0.488

1.188

hosp55

0.788

0.473

1.314

hosp56

1.266

0.988

1.621

hosp57

2.730

2.294

3.248

hosp58

0.463

0.274

0.783

hosp59

0.339

0.208

0.555

hosp60

0.334

0.174

0.644

hosp61

1.127

0.908

1.398

hosp62

2.042

1.639

2.544

hosp63

0.905

0.610

1.343

source4

1.093

1.006

1.187

source5

0.589

0.459

0.754

source6

0.721

0.583

0.893

source7

0.675

0.647

0.703

sev_resp

0.872

0.843

0.901

sev_pulmonary

0.840

0.786

0.897

sev_coronary

1.027

0.991

1.064

sev_cardio

0.764

0.739

0.789

sev_GI

1.008

0.984

1.033

sev_hepatitic

1.029

0.991

1.069

sev_musc

0.969

0.941

0.997

sev_skin

0.940

0.887

0.996

sev_diabetes

1.054

1.007

1.104

sev_renal

0.922

0.888

0.957

sev_maternity

0.355

0.336

0.375

sev_psych

0.854

0.776

0.939

sev_alcohol_drugs

0.639

0.560

0.728

sev_HIV

0.947

0.832

1.077

 

 

Association of Predicted Probabilities and Observed Responses

Percent Concordant

66.5

Somers' D

0.469

Percent Discordant

19.6

Gamma

0.545

Percent Tied

14.0

Tau-a

0.005

Pairs

36627118929

c

0.734

 

 

 BACK