Data Set

DERIVED.STUDY_POPULATION

Response Variable

ae6

Constipation

Number of Response Levels

2

Number of Observations

2685854

Model

binary logit

Optimization Technique

Fisher's scoring

1

1

67911

2

0

2617943

Probability modeled is ae6=1.

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

AIC

633585.24

592912.07

SC

633598.05

594218.03

-2 Log L

633583.24

592708.07

Likelihood Ratio

40875.1717

101

<.0001

Score

43649.8519

101

<.0001

Wald

35250.8458

101

<.0001

Intercept

1

-4.8282

0.0153

99989.4727

<.0001

opioid

1

1.8011

0.0425

1794.2501

<.0001

anesthesia

1

0.4603

0.1154

15.8992

<.0001

otherdx

1

0.7700

0.0145

2801.8797

<.0001

agegrp

1

0.1970

0.00262

5664.4202

<.0001

female

1

0.1869

0.00823

516.0162

<.0001

interact6

1

-0.4766

0.4098

1.3528

0.2448

interact7

1

0.1135

0.3214

0.1248

0.7239

interact8

1

-0.6739

0.1037

42.2433

<.0001

interact9

1

-0.2875

0.2038

1.9899

0.1584

interact10

1

-0.5161

0.2705

3.6394

0.0564

laparoscopy

1

0.1537

0.0693

4.9136

0.0266

laparotomy

1

-0.1495

0.0813

3.3814

0.0659

plastic_surgery

1

-0.4828

0.1255

14.8089

0.0001

maj_breast_rstn

1

-0.5611

0.2449

5.2518

0.0219

craniotomy

1

-0.3973

0.1984

4.0078

0.0453

hysterectomy

1

-0.0886

0.0489

3.2777

0.0702

GU

1

0.2349

0.0409

33.0329

<.0001

orthopedic

1

0.0563

0.0170

10.9453

0.0009

abdominal

1

-0.3606

0.0259

194.4540

<.0001

other_abdominal

1

-0.0644

0.0312

4.2757

0.0387

hosp1

1

0.2695

0.0443

37.0367

<.0001

hosp2

1

0.2635

0.0564

21.8048

<.0001

hosp3

1

-0.00475

0.0431

0.0122

0.9121

hosp4

1

0.5086

0.0375

183.5202

<.0001

hosp5

1

0.4103

0.0528

60.3196

<.0001

hosp6

1

-0.2978

0.0590

25.4925

<.0001

hosp7

1

-0.0446

0.0641

0.4859

0.4858

hosp8

1

-0.3617

0.0584

38.3093

<.0001

hosp9

1

-0.2516

0.0734

11.7539

0.0006

hosp10

1

-0.6349

0.0636

99.7404

<.0001

hosp11

1

-1.2903

0.0997

167.4011

<.0001

hosp12

1

0.2308

0.0399

33.4822

<.0001

hosp13

1

0.1687

0.0520

10.5365

0.0012

hosp14

1

-0.2288

0.0727

9.9221

0.0016

hosp15

1

0.5001

0.0527

89.9006

<.0001

hosp16

1

0.1370

0.0462

8.7915

0.0030

hosp17

1

-0.4164

0.0732

32.3523

<.0001

hosp18

1

-0.9695

0.0914

112.4361

<.0001

hosp19

1

0.6412

0.0463

192.0262

<.0001

hosp20

1

0.5074

0.0535

89.8866

<.0001

hosp21

1

-0.5923

0.0746

63.0468

<.0001

hosp22

1

-0.1644

0.0625

6.9126

0.0086

hosp23

1

-0.8111

0.0778

108.5763

<.0001

hosp24

1

-0.1859

0.0572

10.5547

0.0012

hosp25

1

0.4771

0.0597

63.7798

<.0001

hosp26

1

-0.5004

0.0790

40.0933

<.0001

hosp27

1

0.1326

0.0482

7.5583

0.0060

hosp28

1

0.1696

0.0795

4.5519

0.0329

hosp29

1

-0.3457

0.0572

36.5219

<.0001

hosp30

1

0.7073

0.0601

138.3600

<.0001

hosp31

1

-0.0846

0.0595

2.0211

0.1551

hosp32

1

-0.00832

0.0438

0.0361

0.8493

hosp33

1

0.3145

0.0369

72.5286

<.0001

hosp34

1

0.1312

0.0670

3.8389

0.0501

hosp35

1

-0.4688

0.0802

34.1884

<.0001

hosp36

1

-0.2036

0.0781

6.7905

0.0092

hosp37

1

0.2262

0.0564

16.1009

<.0001

hosp38

1

-0.0847

0.0607

1.9439

0.1632

hosp39

1

-0.7129

0.0761

87.7178

<.0001

hosp40

1

-0.3572

0.0559

40.7745

<.0001

hosp41

1

0.2083

0.0626

11.0879

0.0009

hosp42

1

-0.0269

0.0618

0.1901

0.6628

hosp43

1

-0.1399

0.0937

2.2303

0.1353

hosp44

1

-0.0404

0.1036

0.1523

0.6963

hosp45

1

0.1953

0.1204

2.6297

0.1049

hosp46

1

0.3013

0.0579

27.1155

<.0001

hosp47

1

-0.1038

0.0616

2.8387

0.0920

hosp48

1

-0.9445

0.3033

9.6993

0.0018

hosp49

1

0.6307

0.0530

141.7193

<.0001

hosp50

1

-0.1086

0.0613

3.1328

0.0767

hosp51

1

-0.1903

0.1026

3.4413

0.0636

hosp52

1

0.2661

0.0446

35.5660

<.0001

hosp53

1

-1.0770

0.3040

12.5480

0.0004

hosp54

1

0.1569

0.0764

4.2151

0.0401

hosp55

1

-0.5912

0.1354

19.0548

<.0001

hosp56

1

0.7216

0.0491

215.6220

<.0001

hosp57

1

-0.00419

0.0682

0.0038

0.9510

hosp58

1

0.1557

0.0775

4.0391

0.0445

hosp59

1

-0.4952

0.0728

46.3170

<.0001

hosp60

1

-1.5188

0.1652

84.5342

<.0001

hosp61

1

-0.2136

0.0648

10.8603

0.0010

hosp62

1

0.3436

0.0642

28.6831

<.0001

hosp63

1

-0.4582

0.0940

23.7556

<.0001

source4

1

0.6808

0.0171

1592.0382

<.0001

source5

1

0.2264

0.0395

32.7941

<.0001

source6

1

0.4258

0.0429

98.4083

<.0001

source7

1

0.3200

0.00924

1199.3418

<.0001

sev_resp

1

0.0980

0.00527

345.8887

<.0001

sev_pulmonary

1

0.1161

0.0103

127.7456

<.0001

sev_coronary

1

-0.0538

0.00913

34.7712

<.0001

sev_cardio

1

-0.1891

0.00649

849.8396

<.0001

sev_GI

1

0.1360

0.00514

700.7465

<.0001

sev_hepatitic

1

0.1072

0.00813

174.1121

<.0001

sev_musc

1

0.2215

0.00551

1616.3425

<.0001

sev_skin

1

0.0367

0.0127

8.3675

0.0038

sev_diabetes

1

0.0587

0.0113

26.7561

<.0001

sev_renal

1

0.0978

0.00682

205.5826

<.0001

sev_maternity

1

-0.7181

0.0155

2135.2501

<.0001

sev_psych

1

0.2674

0.0139

368.5057

<.0001

sev_alcohol_drugs

1

-0.4506

0.0336

179.7755

<.0001

sev_HIV

1

0.0689

0.0265

6.7626

0.0093

opioid

6.056

5.572

6.582

anesthesia

1.584

1.264

1.987

otherdx

2.160

2.099

2.222

agegrp

1.218

1.212

1.224

female

1.206

1.186

1.225

interact6

0.621

0.278

1.386

interact7

1.120

0.597

2.103

interact8

0.510

0.416

0.625

interact9

0.750

0.503

1.118

interact10

0.597

0.351

1.014

laparoscopy

1.166

1.018

1.336

laparotomy

0.861

0.734

1.010

plastic_surgery

0.617

0.483

0.789

maj_breast_rstn

0.571

0.353

0.922

craniotomy

0.672

0.456

0.992

hysterectomy

0.915

0.832

1.007

GU

1.265

1.167

1.370

orthopedic

1.058

1.023

1.094

abdominal

0.697

0.663

0.734

other_abdominal

0.938

0.882

0.997

hosp1

1.309

1.200

1.428

hosp2

1.302

1.165

1.454

hosp3

0.995

0.915

1.083

hosp4

1.663

1.545

1.790

hosp5

1.507

1.359

1.672

hosp6

0.742

0.661

0.833

hosp7

0.956

0.844

1.084

hosp8

0.696

0.621

0.781

hosp9

0.778

0.673

0.898

hosp10

0.530

0.468

0.600

hosp11

0.275

0.226

0.335

hosp12

1.260

1.165

1.362

hosp13

1.184

1.069

1.311

hosp14

0.795

0.690

0.917

hosp15

1.649

1.487

1.828

hosp16

1.147

1.048

1.256

hosp17

0.659

0.571

0.761

hosp18

0.379

0.317

0.454

hosp19

1.899

1.734

2.079

hosp20

1.661

1.496

1.845

hosp21

0.553

0.478

0.640

hosp22

0.848

0.751

0.959

hosp23

0.444

0.382

0.518

hosp24

0.830

0.742

0.929

hosp25

1.611

1.433

1.812

hosp26

0.606

0.519

0.708

hosp27

1.142

1.039

1.255

hosp28

1.185

1.014

1.385

hosp29

0.708

0.633

0.792

hosp30

2.028

1.803

2.282

hosp31

0.919

0.818

1.033

hosp32

0.992

0.910

1.081

hosp33

1.370

1.274

1.472

hosp34

1.140

1.000

1.300

hosp35

0.626

0.535

0.732

hosp36

0.816

0.700

0.951

hosp37

1.254

1.123

1.400

hosp38

0.919

0.816

1.035

hosp39

0.490

0.422

0.569

hosp40

0.700

0.627

0.781

hosp41

1.232

1.089

1.392

hosp42

0.973

0.862

1.099

hosp43

0.869

0.724

1.045

hosp44

0.960

0.784

1.177

hosp45

1.216

0.960

1.539

hosp46

1.352

1.207

1.514

hosp47

0.901

0.799

1.017

hosp48

0.389

0.215

0.705

hosp49

1.879

1.694

2.085

hosp50

0.897

0.795

1.012

hosp51

0.827

0.676

1.011

hosp52

1.305

1.196

1.424

hosp53

0.341

0.188

0.618

hosp54

1.170

1.007

1.359

hosp55

0.554

0.425

0.722

hosp56

2.058

1.869

2.266

hosp57

0.996

0.871

1.138

hosp58

1.168

1.004

1.360

hosp59

0.609

0.528

0.703

hosp60

0.219

0.158

0.303

hosp61

0.808

0.711

0.917

hosp62

1.410

1.243

1.599

hosp63

0.632

0.526

0.760

source4

1.976

1.911

2.043

source5

1.254

1.161

1.355

source6

1.531

1.407

1.665

source7

1.377

1.352

1.402

sev_resp

1.103

1.092

1.114

sev_pulmonary

1.123

1.101

1.146

sev_coronary

0.948

0.931

0.965

sev_cardio

0.828

0.817

0.838

sev_GI

1.146

1.134

1.157

sev_hepatitic

1.113

1.096

1.131

sev_musc

1.248

1.234

1.261

sev_skin

1.037

1.012

1.063

sev_diabetes

1.060

1.037

1.084

sev_renal

1.103

1.088

1.118

sev_maternity

0.488

0.473

0.503

sev_psych

1.307

1.271

1.343

sev_alcohol_drugs

0.637

0.597

0.681

sev_HIV

1.071

1.017

1.129

Percent Concordant

70.5

Somers' D

0.437

Percent Discordant

26.8

Gamma

0.449

Percent Tied

2.7

Tau-a

0.022

Pairs

177787127073

c

0.718