Global Health Economics & Outcomes Research

 

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    Pruritus In DATA2
 
 
   

 

Model Information

Data Set

DERIVED.STUDY_POPULATION

 

Response Variable

ae13

Pruritus

Number of Response Levels

2

 

Number of Observations

2685854

 

Model

binary logit

 

Optimization Technique

Fisher's scoring

 

 

 

Response Profile

Ordered
Value

ae13

Total
Frequency

1

1

6026

2

0

2679828

 

Probability modeled is ae13=1.

 

 

Model Convergence Status

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

 

 

Model Fit Statistics

Criterion

Intercept
Only

Intercept
and
Covariates

AIC

85553.700

77639.843

SC

85566.503

78945.801

-2 Log L

85551.700

77435.843

 

 

Testing Global Null Hypothesis: BETA=0

Test

Chi-Square

DF

Pr > ChiSq

Likelihood Ratio

8115.8570

101

<.0001

Score

40977.3916

101

<.0001

Wald

12639.4522

101

<.0001

 

 

Analysis of Maximum Likelihood Estimates

Parameter

DF

Estimate

Standard
Error

Wald
Chi-Square

Pr > ChiSq

Intercept

1

-6.2011

0.0477

16896.9020

<.0001

opioid

1

4.1611

0.0569

5352.6615

<.0001

anesthesia

1

1.9995

0.1608

154.5470

<.0001

otherdx

1

2.0072

0.0393

2609.9507

<.0001

agegrp

1

-0.1542

0.00924

278.5566

<.0001

female

1

0.4340

0.0314

191.1991

<.0001

interact6

1

0.8765

0.1953

20.1335

<.0001

interact7

1

-0.0954

0.2285

0.1743

0.6763

interact8

1

-0.5463

0.1189

21.1264

<.0001

interact9

1

-0.0570

0.1904

0.0897

0.7645

interact10

1

-0.1385

0.2084

0.4419

0.5062

laparoscopy

1

-0.0205

0.1941

0.0112

0.9157

laparotomy

1

-0.1052

0.2348

0.2008

0.6541

plastic_surgery

1

0.0457

0.2367

0.0373

0.8469

maj_breast_rstn

1

-0.2031

0.4276

0.2256

0.6348

craniotomy

1

0.1821

0.5078

0.1286

0.7199

hysterectomy

1

0.1018

0.0895

1.2940

0.2553

GU

1

0.1664

0.0977

2.9043

0.0883

orthopedic

1

0.7901

0.0594

177.1895

<.0001

abdominal

1

0.3237

0.0753

18.4928

<.0001

other_abdominal

1

0.2290

0.0811

7.9722

0.0048

hosp1

1

0.2813

0.1484

3.5956

0.0579

hosp2

1

-0.5133

0.2894

3.1462

0.0761

hosp3

1

-0.3529

0.1845

3.6575

0.0558

hosp4

1

1.3910

0.0844

271.3654

<.0001

hosp5

1

0.0677

0.2077

0.1062

0.7445

hosp6

1

0.3900

0.1353

8.3155

0.0039

hosp7

1

0.1848

0.2086

0.7850

0.3756

hosp8

1

-0.9020

0.2593

12.0988

0.0005

hosp9

1

-0.2905

0.2368

1.5052

0.2199

hosp10

1

-0.5668

0.2131

7.0745

0.0078

hosp11

1

-0.3741

0.2455

2.3218

0.1276

hosp12

1

0.2756

0.1237

4.9587

0.0260

hosp13

1

-0.1601

0.2056

0.6061

0.4363

hosp14

1

-2.9594

1.0004

8.7511

0.0031

hosp15

1

0.3610

0.2011

3.2217

0.0727

hosp16

1

0.1051

0.1408

0.5574

0.4553

hosp17

1

-1.0776

0.3174

11.5233

0.0007

hosp18

1

-0.9843

0.3193

9.4994

0.0021

hosp19

1

0.1218

0.2162

0.3174

0.5731

hosp20

1

0.3899

0.1633

5.7009

0.0170

hosp21

1

0.0743

0.1699

0.1912

0.6619

hosp22

1

-0.3531

0.2154

2.6869

0.1012

hosp23

1

-0.4650

0.2414

3.7114

0.0540

hosp24

1

-0.4947

0.2444

4.0982

0.0429

hosp25

1

-0.2411

0.2908

0.6870

0.4072

hosp26

1

-0.4790

0.2717

3.1085

0.0779

hosp27

1

0.9622

0.1061

82.2205

<.0001

hosp28

1

-0.3353

0.3199

1.0986

0.2946

hosp29

1

-0.4605

0.2263

4.1417

0.0418

hosp30

1

0.5641

0.2099

7.2213

0.0072

hosp31

1

-0.1108

0.2897

0.1462

0.7022

hosp32

1

0.3311

0.1113

8.8456

0.0029

hosp33

1

-0.3943

0.1791

4.8456

0.0277

hosp34

1

0.6512

0.1536

17.9692

<.0001

hosp35

1

-1.6378

0.5777

8.0363

0.0046

hosp36

1

-0.6834

0.3356

4.1457

0.0417

hosp37

1

0.1043

0.1681

0.3846

0.5352

hosp38

1

0.1866

0.1480

1.5898

0.2074

hosp39

1

-0.7632

0.2595

8.6476

0.0033

hosp40

1

0.1328

0.1412

0.8846

0.3470

hosp41

1

0.7861

0.1451

29.3356

<.0001

hosp42

1

-0.1741

0.2121

0.6737

0.4118

hosp43

1

-0.4210

0.4513

0.8701

0.3509

hosp44

1

-0.0981

0.4119

0.0567

0.8118

hosp45

1

-0.4923

0.5793

0.7224

0.3954

hosp46

1

0.3059

0.1642

3.4717

0.0624

hosp47

1

0.1328

0.1751

0.5749

0.4483

hosp48

1

-1.8559

1.0005

3.4407

0.0636

hosp49

1

0.1699

0.2038

0.6953

0.4044

hosp50

1

0.5004

0.1402

12.7429

0.0004

hosp51

1

-0.5945

0.3545

2.8121

0.0936

hosp52

1

0.1201

0.1791

0.4498

0.5025

hosp53

1

-11.3587

177.6

0.0041

0.9490

hosp54

1

-1.0685

0.5031

4.5106

0.0337

hosp55

1

-2.1302

1.0031

4.5098

0.0337

hosp56

1

0.3195

0.1897

2.8347

0.0922

hosp57

1

0.0474

0.1972

0.0579

0.8098

hosp58

1

-0.4894

0.2910

2.8297

0.0925

hosp59

1

-0.6208

0.3351

3.4334

0.0639

hosp60

1

-11.1112

82.7878

0.0180

0.8932

hosp61

1

-1.2001

0.3178

14.2588

0.0002

hosp62

1

0.2237

0.2058

1.1814

0.2771

hosp63

1

-0.3763

0.3792

0.9848

0.3210

source4

1

-0.0406

0.0764

0.2825

0.5950

source5

1

-0.6733

0.2390

7.9357

0.0048

source6

1

-0.2483

0.1844

1.8141

0.1780

source7

1

-0.2894

0.0327

78.4378

<.0001

sev_resp

1

-0.0213

0.0266

0.6430

0.4226

sev_pulmonary

1

-0.0331

0.0514

0.4162

0.5188

sev_coronary

1

-0.1869

0.0461

16.4037

<.0001

sev_cardio

1

-0.0825

0.0261

9.9805

0.0016

sev_GI

1

0.0374

0.0217

2.9764

0.0845

sev_hepatitic

1

0.3881

0.0219

312.6064

<.0001

sev_musc

1

0.0587

0.0238

6.0981

0.0135

sev_skin

1

0.4104

0.0309

176.8698

<.0001

sev_diabetes

1

0.0776

0.0405

3.6706

0.0554

sev_renal

1

0.2397

0.0232

106.8420

<.0001

sev_maternity

1

-0.0167

0.0259

0.4152

0.5193

sev_psych

1

-0.0286

0.0756

0.1429

0.7054

sev_alcohol_drugs

1

-0.4778

0.1140

17.5592

<.0001

sev_HIV

1

0.4190

0.0478

76.9024

<.0001

 

 

Odds Ratio Estimates

Effect

Point Estimate

95% Wald
Confidence Limits

opioid

64.144

57.378

71.709

anesthesia

7.386

5.389

10.123

otherdx

7.442

6.891

8.038

agegrp

0.857

0.842

0.873

female

1.543

1.451

1.641

interact6

2.402

1.638

3.523

interact7

0.909

0.581

1.423

interact8

0.579

0.459

0.731

interact9

0.945

0.650

1.372

interact10

0.871

0.579

1.310

laparoscopy

0.980

0.670

1.433

laparotomy

0.900

0.568

1.426

plastic_surgery

1.047

0.658

1.665

maj_breast_rstn

0.816

0.353

1.887

craniotomy

1.200

0.443

3.246

hysterectomy

1.107

0.929

1.320

GU

1.181

0.975

1.430

orthopedic

2.204

1.962

2.476

abdominal

1.382

1.193

1.602

other_abdominal

1.257

1.073

1.474

hosp1

1.325

0.991

1.772

hosp2

0.599

0.339

1.055

hosp3

0.703

0.489

1.009

hosp4

4.019

3.406

4.742

hosp5

1.070

0.712

1.607

hosp6

1.477

1.133

1.925

hosp7

1.203

0.799

1.810

hosp8

0.406

0.244

0.675

hosp9

0.748

0.470

1.190

hosp10

0.567

0.374

0.861

hosp11

0.688

0.425

1.113

hosp12

1.317

1.034

1.679

hosp13

0.852

0.569

1.275

hosp14

0.052

0.007

0.368

hosp15

1.435

0.967

2.128

hosp16

1.111

0.843

1.464

hosp17

0.340

0.183

0.634

hosp18

0.374

0.200

0.699

hosp19

1.130

0.739

1.725

hosp20

1.477

1.072

2.034

hosp21

1.077

0.772

1.503

hosp22

0.702

0.461

1.072

hosp23

0.628

0.391

1.008

hosp24

0.610

0.378

0.984

hosp25

0.786

0.444

1.390

hosp26

0.619

0.364

1.055

hosp27

2.617

2.126

3.222

hosp28

0.715

0.382

1.339

hosp29

0.631

0.405

0.983

hosp30

1.758

1.165

2.652

hosp31

0.895

0.507

1.579

hosp32

1.392

1.120

1.732

hosp33

0.674

0.475

0.958

hosp34

1.918

1.419

2.592

hosp35

0.194

0.063

0.603

hosp36

0.505

0.262

0.975

hosp37

1.110

0.798

1.543

hosp38

1.205

0.902

1.610

hosp39

0.466

0.280

0.775

hosp40

1.142

0.866

1.506

hosp41

2.195

1.651

2.917

hosp42

0.840

0.554

1.273

hosp43

0.656

0.271

1.590

hosp44

0.907

0.404

2.033

hosp45

0.611

0.196

1.902

hosp46

1.358

0.984

1.873

hosp47

1.142

0.810

1.610

hosp48

0.156

0.022

1.111

hosp49

1.185

0.795

1.767

hosp50

1.649

1.253

2.171

hosp51

0.552

0.275

1.106

hosp52

1.128

0.794

1.602

hosp53

<0.001

<0.001

>999.999

hosp54

0.344

0.128

0.921

hosp55

0.119

0.017

0.849

hosp56

1.376

0.949

1.996

hosp57

1.049

0.712

1.543

hosp58

0.613

0.347

1.084

hosp59

0.537

0.279

1.037

hosp60

<0.001

<0.001

>999.999

hosp61

0.301

0.162

0.561

hosp62

1.251

0.836

1.872

hosp63

0.686

0.326

1.443

source4

0.960

0.827

1.115

source5

0.510

0.319

0.815

source6

0.780

0.543

1.120

source7

0.749

0.702

0.798

sev_resp

0.979

0.929

1.031

sev_pulmonary

0.967

0.875

1.070

sev_coronary

0.830

0.758

0.908

sev_cardio

0.921

0.875

0.969

sev_GI

1.038

0.995

1.083

sev_hepatitic

1.474

1.412

1.539

sev_musc

1.060

1.012

1.111

sev_skin

1.507

1.419

1.601

sev_diabetes

1.081

0.998

1.170

sev_renal

1.271

1.214

1.330

sev_maternity

0.983

0.935

1.035

sev_psych

0.972

0.838

1.127

sev_alcohol_drugs

0.620

0.496

0.775

sev_HIV

1.520

1.384

1.670

 

 

Association of Predicted Probabilities and Observed Responses

Percent Concordant

54.9

Somers' D

0.402

Percent Discordant

14.7

Gamma

0.577

Percent Tied

30.3

Tau-a

0.002

Pairs

16148643528

c

0.701

 

 

 

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