Model Information
Data Set
DERIVED.STUDY_POPULATION
Response Variable
ae12
Poisoning-Opiates
Number of Response Levels
2
Number of Observations
2685854
Model
binary logit
Optimization Technique
Fisher's scoring
Response Profile
Ordered Value
Total Frequency
1
1037
0
2684817
Probability modeled is ae12=1.
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Model Fit Statistics
Criterion
Intercept Only
Intercept and Covariates
AIC
18376.041
15523.333
SC
18388.844
16816.488
-2 Log L
18374.041
15321.333
Testing Global Null Hypothesis: BETA=0
Test
Chi-Square
DF
Pr > ChiSq
Likelihood Ratio
3052.7076
100
<.0001
Score
2888.7632
Wald
1933.8871
Analysis of Maximum Likelihood Estimates
Parameter
Estimate
Standard Error
Wald Chi-Square
Intercept
-6.7102
0.1292
2697.3326
opioid
0.2010
0.5800
0.1200
0.7290
otherdx
-0.3924
0.1807
4.7175
0.0299
agegrp
-0.3615
0.0202
318.7512
female
0.1879
0.0637
8.7010
0.0032
interact6
-9.5762
1055.1
0.0001
0.9928
interact7
-8.1670
858.3
0.9924
interact8
-13.7895
2945.5
0.0000
0.9963
interact9
3.7782
1.2302
9.4327
0.0021
interact10
-12.6686
971.0
0.0002
0.9896
laparoscopy
-0.0275
0.7114
0.0015
0.9692
laparotomy
-1.3983
1.0031
1.9430
0.1633
plastic_surgery
-0.4979
1.0024
0.2467
0.6194
maj_breast_rstn
-14.3080
2641.9
0.9957
craniotomy
-16.7767
2447.3
0.9945
hysterectomy
0.5283
0.5599
0.8903
0.3454
GU
-0.9809
0.7623
1.6557
0.1982
orthopedic
-0.1673
0.2872
0.3395
0.5601
abdominal
-0.6648
0.3276
4.1191
0.0424
other_abdominal
0.0199
0.3659
0.0029
0.9567
hosp1
0.4076
0.3044
1.7923
0.1806
hosp2
0.6601
0.3565
3.4287
0.0641
hosp3
0.0572
0.3805
0.0226
0.8804
hosp4
0.1808
0.3363
0.2890
0.5908
hosp5
0.0535
0.5793
0.0085
0.9264
hosp6
-0.3618
0.4105
0.7771
0.3780
hosp7
0.3679
0.3582
1.0547
hosp8
0.7181
0.2334
9.4692
hosp9
-1.6314
0.7086
5.3004
0.0213
hosp10
0.4984
0.3362
2.1982
0.1382
hosp11
-0.4629
0.7088
0.4265
0.5137
hosp12
0.7480
0.2462
9.2281
0.0024
hosp13
-0.7272
0.5790
1.5774
0.2091
hosp14
-0.6952
0.9626
0.3265
hosp15
0.6134
0.4110
2.2275
0.1356
hosp16
-0.5054
0.5791
0.7618
0.3828
hosp17
1.0587
0.3367
9.8867
0.0017
hosp18
-1.4094
1.0011
1.9820
0.1592
hosp19
-0.0997
0.5022
0.0394
0.8427
hosp20
-1.2917
1.6649
0.1969
hosp21
0.5619
0.3807
2.1784
0.1400
hosp22
0.9922
0.2811
12.4619
0.0004
hosp23
-0.8194
1.3372
0.2475
hosp24
0.5611
0.3371
2.7702
0.0960
hosp25
1.1370
0.3814
8.8881
hosp26
0.4044
0.5797
0.4866
0.4855
hosp27
-1.9541
1.0009
3.8115
0.0509
hosp28
-15.1348
1111.1
0.9891
hosp29
-0.9420
0.5789
2.6475
0.1037
hosp30
-1.0088
1.0013
1.0151
0.3137
hosp31
-14.7724
830.8
0.0003
0.9858
hosp32
0.0205
0.2918
0.0049
0.9441
hosp33
-2.0054
4.0143
0.0451
hosp34
-14.3452
926.7
0.9876
hosp35
-0.2569
0.5792
0.1968
0.6573
hosp36
1.6223
0.3059
28.1203
hosp37
-15.0053
758.1
0.9842
hosp38
-1.5104
2.2754
0.1314
hosp39
0.4713
1.5326
0.2157
hosp40
0.1999
0.2761
0.5993
hosp41
0.4499
0.0853
0.7703
hosp42
1.0550
0.4116
6.5699
0.0104
hosp43
-0.8151
1.0015
0.6624
0.4157
hosp44
1.3810
0.4512
9.3675
0.0022
hosp45
-14.5906
1882.7
0.9938
hosp46
-0.4254
0.3601
0.5485
hosp47
0.9317
0.4538
4.2148
0.0401
hosp48
-14.3695
2066.6
hosp49
0.2485
0.2448
0.6207
hosp50
-0.7289
1.0575
0.3038
hosp51
-0.0519
0.0080
0.9286
hosp52
-0.7746
1.1950
0.2743
hosp53
0.6920
1.0032
0.4758
0.4903
hosp54
-0.5556
0.5890
0.8900
0.3455
hosp55
0.3198
0.7096
0.2030
0.6523
hosp56
1.0967
0.3823
8.2278
0.0041
hosp57
0.2471
0.5024
0.2419
0.6228
hosp58
-15.2468
844.0
0.9856
hosp59
-0.5062
0.5102
0.4751
hosp60
-0.8670
0.7497
0.3866
hosp61
-1.2334
1.0012
1.5178
0.2180
hosp62
0.6807
0.4114
2.7372
0.0980
hosp63
-14.5885
1131.5
0.9897
source4
1.0160
0.1996
25.8966
source5
0.7936
0.5880
1.8219
0.1771
source6
0.8989
0.5124
3.0772
0.0794
source7
2.1095
0.1078
382.9630
sev_resp
-0.3194
0.0418
58.2656
sev_pulmonary
-0.8886
0.1520
34.1621
sev_coronary
-11.9576
169.9
0.0050
0.9439
sev_cardio
-1.6295
0.1248
170.5173
sev_GI
-1.9720
0.1480
177.6367
sev_hepatitic
-1.4613
0.1634
79.9515
sev_musc
-1.0693
0.0939
129.8044
sev_skin
-3.3311
0.6883
23.4238
sev_diabetes
-0.6863
0.1245
30.3649
sev_renal
-0.9987
0.1158
74.4121
sev_maternity
-2.6431
0.2015
172.0177
sev_psych
-0.2849
0.0924
9.5076
0.0020
sev_alcohol_drugs
-1.0049
0.1428
49.5415
sev_HIV
-0.6478
0.1934
11.2163
0.0008
Odds Ratio Estimates
Effect
Point Estimate
95% Wald Confidence Limits
1.223
0.392
3.811
0.675
0.474
0.962
0.697
0.670
0.725
1.207
1.065
1.367
<0.001
>999.999
43.735
3.924
487.467
0.973
0.241
3.923
0.247
0.035
1.764
0.608
0.085
4.335
1.696
0.566
5.082
0.375
0.084
1.671
0.846
0.482
1.485
0.514
0.271
0.977
1.020
0.498
2.089
1.503
0.828
2.730
1.935
3.892
1.059
0.502
2.232
1.198
0.620
2.316
1.055
0.339
3.284
0.696
0.312
1.557
1.445
0.716
2.915
2.051
1.298
3.240
0.196
0.049
0.785
1.646
0.852
3.181
0.629
0.157
2.525
2.113
1.304
3.423
0.483
0.155
0.499
0.124
2.001
1.847
0.825
4.133
0.603
0.194
1.877
2.882
1.490
5.576
0.244
0.034
1.738
0.905
0.338
2.422
0.275
0.039
1.955
1.754
0.832
3.699
2.697
1.555
4.679
0.441
0.110
1.767
1.753
3.393
3.117
1.476
6.583
1.498
0.481
4.668
0.142
0.020
1.008
0.390
0.125
1.213
0.365
0.051
2.595
1.021
0.576
1.808
0.135
0.019
0.957
0.773
0.249
2.407
5.065
2.781
9.225
0.221
0.031
1.572
1.602
0.760
3.378
1.221
0.579
2.574
1.140
0.472
2.754
2.872
1.282
6.434
0.443
0.062
3.151
3.979
1.643
9.634
0.654
0.163
2.622
2.539
1.043
6.179
0.479
3.431
0.120
0.949
0.305
2.957
0.461
0.115
1.848
1.998
0.280
14.272
0.574
0.181
1.820
1.377
0.343
5.533
2.994
1.415
6.335
1.280
0.478
3.427
0.150
2.418
0.420
0.059
2.991
0.291
0.041
2.073
1.975
0.882
4.424
2.762
1.868
4.085
2.211
0.699
7.001
2.457
0.900
6.707
8.244
6.674
10.184
0.727
0.669
0.789
0.411
0.554
0.153
0.250
0.139
0.104
0.186
0.232
0.168
0.320
0.286
0.413
0.036
0.009
0.138
0.503
0.394
0.643
0.368
0.294
0.462
0.071
0.048
0.106
0.752
0.627
0.901
0.366
0.277
0.484
0.523
0.358
0.764
Association of Predicted Probabilities and Observed Responses
Percent Concordant
60.3
Somers' D
Percent Discordant
2.4
Gamma
0.924
Percent Tied
37.3
Tau-a
0.000
Pairs
2784155229
c
0.790
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