Global Health Economics & Outcomes Research
 

HomeAbout GHEORCore Consulting ServicesBenefits to CustomersEmployment OpportunitiesContact Us
   
    Constipation In DATA1
 		  
   

 

 

 

Model Information

Data Set

WORK.ANAL_

 

Response Variable

ae6

CONSTIPATION

Number of Response Levels

2

 

Number of Observations

4042802

 

Model

binary logit

 

Optimization Technique

Fisher's scoring

 

 

 

Response Profile

Ordered
Value

ae6

Total
Frequency

1

1

78341

2

0

3964461

 

Probability modeled is ae6=1.

 

NOTE:

7628 observations were deleted due to missing values for the response or explanatory variables.

 

 

Model Convergence Status

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

 

 

Model Fit Statistics

Criterion

Intercept
Only

Intercept
and
Covariates

AIC

773050.63

730626.78

SC

773063.84

731617.71

-2 Log L

773048.63

730476.78

 

 

Testing Global Null Hypothesis: BETA=0

Test

Chi-Square

DF

Pr > ChiSq

Likelihood Ratio

42571.8495

74

<.0001

Score

51104.7494

74

<.0001

Wald

44723.0277

74

<.0001

 

 

Analysis of Maximum Likelihood Estimates

Parameter

DF

Estimate

Standard
Error

Wald
Chi-Square

Pr > ChiSq

Intercept

1

-5.3808

0.0144

139352.444

<.0001

agegrp

1

0.2215

0.00247

8023.0208

<.0001

FEMALE

1

0.0436

0.00774

31.6878

<.0001

opioid

1

1.1379

0.0353

1037.2662

<.0001

anesthesia

1

0.3887

0.1172

11.0063

0.0009

otherdx

1

0.6822

0.0148

2117.2292

<.0001

procedure1

1

0.1519

0.0687

4.8945

0.0269

procedure2

1

0.0673

0.0719

0.8756

0.3494

procedure3

1

-0.4200

0.1188

12.5068

0.0004

procedure4

1

-0.2665

0.2251

1.4018

0.2364

procedure5

1

-0.7313

0.2201

11.0370

0.0009

procedure6

1

-0.4847

0.0392

152.7826

<.0001

procedure7

1

-0.0340

0.0341

0.9930

0.3190

procedure8

1

0.3263

0.0142

527.1085

<.0001

procedure9

1

-0.1819

0.0216

70.9656

<.0001

procedure10

1

-0.0368

0.0288

1.6351

0.2010

hosp1

1

-0.2475

0.0281

77.5947

<.0001

hosp2

1

0.2902

0.0299

94.3360

<.0001

hosp3

1

0.1925

0.0148

168.5383

<.0001

hosp4

1

0.1371

0.0280

24.0434

<.0001

hosp6

1

-0.0936

0.0165

32.2215

<.0001

hosp8

1

0.0790

0.0193

16.7980

<.0001

hosp9

1

0.5761

0.0205

789.2659

<.0001

hosp10

1

0.1301

0.0327

15.8664

<.0001

hosp11

1

0.5947

0.0412

208.3607

<.0001

hosp12

1

-0.0646

0.0302

4.5866

0.0322

hosp13

1

0.4560

0.0218

436.7157

<.0001

hosp14

1

0.0521

0.0207

6.3507

0.0117

hosp15

1

-0.0693

0.0261

7.0594

0.0079

hosp16

1

0.1139

0.0286

15.8458

<.0001

hosp17

1

0.2199

0.0198

122.8335

<.0001

hosp18

1

0.0160

0.0744

0.0465

0.8292

hosp21

1

-0.3456

0.0238

210.2690

<.0001

hosp22

1

0.0564

0.0136

17.1788

<.0001

hosp23

1

0.0757

0.0207

13.3361

0.0003

hosp24

1

0.3037

0.0173

307.1356

<.0001

hosp25

1

0.2592

0.0281

85.2413

<.0001

hosp26

1

-0.2474

0.0451

30.1648

<.0001

hosp32

1

-0.4606

0.0682

45.6700

<.0001

hosp34

1

-0.2563

0.0362

50.0174

<.0001

hosp35

1

0.0323

0.0320

1.0183

0.3129

hosp36

1

-0.0123

0.0280

0.1936

0.6600

source4

1

0.4059

0.0191

451.9592

<.0001

source5

1

0.2105

0.0450

21.8845

<.0001

source6

1

0.1657

0.0429

14.9313

0.0001

source7

1

0.2996

0.00887

1142.2778

<.0001

CM_AIDS

1

0.2148

0.0777

7.6405

0.0057

CM_ALCOHOL

1

-0.3418

0.0265

166.0909

<.0001

CM_ANEMDEF

1

0.5113

0.00917

3110.9082

<.0001

CM_ARTH

1

0.1423

0.0230

38.4143

<.0001

CM_BLDLOSS

1

-0.0590

0.0207

8.1273

0.0044

CM_CHF

1

-0.2550

0.0136

352.3279

<.0001

CM_CHRNLUNG

1

0.0388

0.00951

16.6610

<.0001

CM_COAG

1

-0.2555

0.0220

134.5173

<.0001

CM_DEPRESS

1

0.5524

0.0116

2258.0748

<.0001

CM_DM

1

-0.0781

0.0102

59.0338

<.0001

CM_DMCX

1

0.000827

0.0195

0.0018

0.9663

CM_DRUG

1

0.3626

0.0265

187.1413

<.0001

CM_HTN_C

1

0.1110

0.00807

189.4388

<.0001

CM_HYPOTHY

1

0.1548

0.0120

167.3237

<.0001

CM_LIVER

1

0.0440

0.0280

2.4691

0.1161

CM_LYMPH

1

0.2618

0.0360

52.9221

<.0001

CM_LYTES

1

0.2843

0.00913

970.3960

<.0001

CM_METS

1

0.4427

0.0198

502.2746

<.0001

CM_NEURO

1

0.1779

0.0143

155.7628

<.0001

CM_OBESE

1

0.1248

0.0159

61.8997

<.0001

CM_PARA

1

0.7363

0.0191

1486.2800

<.0001

CM_PERIVASC

1

-0.1358

0.0170

63.9392

<.0001

CM_PSYCH

1

0.4445

0.0197

507.6938

<.0001

CM_PULMCIRC

1

0.00695

0.0398

0.0305

0.8613

CM_RENLFAIL

1

-0.3085

0.0158

379.3093

<.0001

CM_TUMOR

1

0.1990

0.0234

72.3849

<.0001

CM_ULCER

1

0.2140

0.1370

2.4378

0.1184

CM_VALVE

1

-0.1083

0.0189

32.8142

<.0001

CM_WGHTLOSS

1

0.1278

0.0190

45.0294

<.0001

 

 

Odds Ratio Estimates

Effect

Point Estimate

95% Wald
Confidence Limits

agegrp

1.248

1.242

1.254

FEMALE

1.045

1.029

1.060

opioid

3.120

2.911

3.344

anesthesia

1.475

1.172

1.856

otherdx

1.978

1.922

2.037

procedure1

1.164

1.017

1.332

procedure2

1.070

0.929

1.232

procedure3

0.657

0.521

0.829

procedure4

0.766

0.493

1.191

procedure5

0.481

0.313

0.741

procedure6

0.616

0.570

0.665

procedure7

0.967

0.904

1.033

procedure8

1.386

1.348

1.425

procedure9

0.834

0.799

0.870

procedure10

0.964

0.911

1.020

hosp1

0.781

0.739

0.825

hosp2

1.337

1.261

1.417

hosp3

1.212

1.178

1.248

hosp4

1.147

1.086

1.212

hosp6

0.911

0.882

0.941

hosp8

1.082

1.042

1.124

hosp9

1.779

1.709

1.852

hosp10

1.139

1.068

1.214

hosp11

1.813

1.672

1.965

hosp12

0.937

0.884

0.995

hosp13

1.578

1.512

1.647

hosp14

1.053

1.012

1.097

hosp15

0.933

0.887

0.982

hosp16

1.121

1.060

1.185

hosp17

1.246

1.198

1.295

hosp18

1.016

0.878

1.176

hosp21

0.708

0.675

0.742

hosp22

1.058

1.030

1.087

hosp23

1.079

1.036

1.123

hosp24

1.355

1.310

1.402

hosp25

1.296

1.227

1.369

hosp26

0.781

0.715

0.853

hosp32

0.631

0.552

0.721

hosp34

0.774

0.721

0.831

hosp35

1.033

0.970

1.100

hosp36

0.988

0.935

1.043

source4

1.501

1.445

1.558

source5

1.234

1.130

1.348

source6

1.180

1.085

1.284

source7

1.349

1.326

1.373

CM_AIDS

1.240

1.064

1.444

CM_ALCOHOL

0.710

0.674

0.748

CM_ANEMDEF

1.667

1.638

1.698

CM_ARTH

1.153

1.102

1.206

CM_BLDLOSS

0.943

0.905

0.982

CM_CHF

0.775

0.755

0.796

CM_CHRNLUNG

1.040

1.020

1.059

CM_COAG

0.775

0.742

0.809

CM_DEPRESS

1.737

1.698

1.777

CM_DM

0.925

0.907

0.943

CM_DMCX

1.001

0.963

1.040

CM_DRUG

1.437

1.364

1.514

CM_HTN_C

1.117

1.100

1.135

CM_HYPOTHY

1.167

1.140

1.195

CM_LIVER

1.045

0.989

1.104

CM_LYMPH

1.299

1.211

1.394

CM_LYTES

1.329

1.305

1.353

CM_METS

1.557

1.498

1.618

CM_NEURO

1.195

1.162

1.229

CM_OBESE

1.133

1.098

1.169

CM_PARA

2.088

2.012

2.168

CM_PERIVASC

0.873

0.844

0.903

CM_PSYCH

1.560

1.501

1.621

CM_PULMCIRC

1.007

0.931

1.089

CM_RENLFAIL

0.735

0.712

0.758

CM_TUMOR

1.220

1.165

1.277

CM_ULCER

1.239

0.947

1.620

CM_VALVE

0.897

0.865

0.931

CM_WGHTLOSS

1.136

1.095

1.180

 

 

Association of Predicted Probabilities and Observed Responses

Percent Concordant

69.1

Somers' D

0.423

Percent Discordant

26.8

Gamma

0.441

Percent Tied

4.2

Tau-a

0.016

Pairs

310579839201

c

0.711

 

 

 

 

 

 BACK