T > (load "gee.1.0.lsp") ; loading "gee.1.0.lsp" ; loading "/usr/local/lib/xlispstat/Autoload/glim.fsl" ; loading "modelformula.lsp" T > (defvar data (read-data-columns "testdata.dat" 12)) DATA > (defvar id (select data 1)) ID > (defvar x1 (select data 2)) X1 > (defvar x2 (select data 3)) X2 > (defvar x3 (select data 4)) X3 > (defvar x4 (select data 5)) X4 > (defvar gNo correlation specified, using *gee-default-correlation* No link specified - canonical link used Iteration 1: quasideviance = 200751. Iteration 2: quasideviance = 1438.21 GEE Estimates: Coefficient Std Error Naive Std Error Constant 0.810741 (0.769056) (0.751187) Variable 0 2.29331 (4.589797E-2) (4.527940E-2) Variable 1 -1.18068 (6.847056E-2) (5.950974E-2) Variable 2 1.44152 (3.153448E-2) (3.141870E-2) Scale Estimate: 2.87643 Independence model deviance: 1438.21 Number of ca.589797E-2) (4.527940E-2) Variable 1 -1.18068 (6.847056E-2) (5.950974E-2) Variable 2 1.44152 (3.153448E-2) (3.141870E-2) Scale EstimNo link specified - canonical link used Iteration 1: quasideviance = 1.018527E+6 Iteration 2: quasideviance = 100600. Iteration 3: quasideviance = 100573. Iteration 4: quasideviance = 100574. GEE Estimates: Coefficient Std Error Naive Std Error Constant -21.6763 (3.50060) (3.69343) Variable 0 4.67632 (0.333656) (0.377534) Variable 1 3.05753 (0.225118) (0.262428) Scale Estimate: 201.147 Independence model deviance: 100574. Number of cases: 500 Link: # Variance function: Normal error Exchangeable Working Model: correlation = -0.0104 # > No correlation specified, using *gee-default-correlation* No error function specified - using default for this link Iteration 1: quasideviance = 200751. Iteration 2: quasideviance = 8444.57 GEE Estimates: Coefficient Std Error Naive Std Error Constant 33.0180 (3.03683) (3.37751) Variable 0 1.23556 (0.445290) (0.265558) Variable 1 -12.0339 (1.33256) (1.42965) Variable 2 1.50048 (6.166767E-2) (7.607986E-2) Scale Estimate: 16.8891 Independence model deviance: 8444.57 Number of cases: 500 Link: # Variance function: Normal error Independence Working Model # > No correlation specified, using *gee-default-correlation* No link specified - canonical link used Iteration 1: quasideviance = 693.147 Iteration 2: quasideviance = 593.304 Iteration 3: quasideviance = 591.380 Iteration 4: quasideviance = 591.373 Iteration 5: quasideviance = 591.373 GEE Estimates: Coefficient Std Error Naive Std Error Constant 4.72921 (0.863233) (1.02797) Variable 0 -0.347479 (5.004796E-2) (6.276129E-2) Variable 1 -0.219400 (7.725222E-2) (7.920163E-2) Variable 2 -7.103635E-2 (3.167549E-2) (4.135409E-2) Scale Estimate: 1.00151 Independence model deviance: 591.373 Number of cases: 500 Link: # Variance function: Binomial error Independence Working Model A > No error function specified - using default for this link Iteration 1: quasideviance = 693.147 Iteration 2: quasideviance = 637.186 Iteration 3: quasideviance = 636.606 Iteration 4: quasideviance = 636.601 Iteration 5: quasideviance = 636.601 GEE Estimates: Coefficient Std Error Naive Std Error Constant 6.37021 (0.822239) (1.01444) Variable 0 -0.258068 (6.430749E-2) (5.807396E-2) Variable 1 -0.279287 (5.877232E-2) (7.607652E-2) Variable 2 -0.145790 (2.733043E-2) (3.983994E-2) Scale Estimate: 0.999974 Independence model deviance: 636.601 Number of cases: 500 Link: # Variance function: Binomial error Exchangeable Working Model: correlation = -0.0206 # > OBSTIMES > No link specified - canonical link used Iteration 1: quasideviance = 693.147 Iteration 2: quasideviance = 640.102 Iteration 3: quasideviance = 638.526 Iteration 4: quasideviance = 638.396 Iteration 5: quasideviance = 638.384 Iteration 6: quasideviance = 638.383 GEE Estimates: Coefficient Std Error Naive Std Error Constant 5.40907 (0.708999) (0.836954) Variable 0 -0.206972 (5.089092E-2) (4.849892E-2) Variable 1 -0.246980 (4.953161E-2) (6.368643E-2) Variable 2 -0.119358 (2.800741E-2) (3.371644E-2) Scale Estimate: 0.970885 Independence model deviance: 638.383 Number of cases: 500 Link: # Variance function: Binomial error Stationary 1 - dependence Working Model: correlation matrix = #2a( ( 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) (-0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 ) ) # > No link specified - canonical link used Iteration 1: quasideviance = 693.147 Iteration 2: quasideviance = 640.102 Iteration 3: quasideviance = 638.526 Iteration 4: quasideviance = 638.396 Iteration 5: quasideviance = 638.384 Iteration 6: quasideviance = 638.383 GEE Estimates: Coefficient Std Error Naive Std Error Constant 5.40907 (0.708999) (0.836954) Variable 0 -0.206972 (5.089092E-2) (4.849892E-2) Variable 1 -0.246980 (4.953161E-2) (6.368643E-2) Variable 2 -0.119358 (2.800741E-2) (3.371644E-2) Scale Estimate: 0.970885 Independence model deviance: 638.383 Number of cases: 500 Link: # Variance function: Binomial error Stationary 1 - dependence Working Model: correlation matrix = #2a( ( 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) (-0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 0.00 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 -0.33 ) ( 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.33 1.00 ) ) # > No correlation specified, using *gee-default-correlation* No error function specified - using default for this link Iteration 1: quasideviance = 693.147 Iteration 2: quasideviance = 637.060 Iteration 3: quasideviance = 636.705 Iteration 4: quasideviance = 636.704 Iteration 5: quasideviance = 636.704 GEE Estimates: Coefficient Std Error Naive Std Error Constant 3.92614 (0.537552) (0.609690) Variable 0 -0.165977 (4.006791E-2) (3.568297E-2) Variable 1 -0.165039 (3.848564E-2) (4.647063E-2) Variable 2 -9.214252E-2 (1.654858E-2) (2.447911E-2) Scale Estimate: 1.00667 Independence model deviance: 636.704 Number of cases: 500 Link: # Variance function: Binomial error Independence Working Model # > SUBSET > X2S > X4S > LG1S > R > OBSTIMESS > IDS > No link specified - canonical link used Iteration 1: quasideviance = 1333.98 Iteration 2: quasideviance = 40467.1 Iteration 3: quasideviance = 13625.7 Iteration 4: quasideviance = 4352.58 Iteration 5: quasideviance = 1397.55 Iteration 6: quasideviance = 544.885 Iteration 7: quasideviance = 331.031 Iteration 8: quasideviance = 305.986 Iteration 9: quasideviance = 305.174 Iteration 10: quasideviance = 305.179 Iteration 11: quasideviance = 305.179 GEE Estimates: Coefficient Std Error Naive Std Error Constant 3.02621 (0.349301) (0.425806) Variable 0 -0.100587 (4.687742E-2) (4.022709E-2) Variable 1 -6.504078E-2 (3.434576E-2) (3.628224E-2) Scale Estimate: 3.09661 Independence model deviance: 305.179 Number of cases: 100 Link: # Variance function: Poisson error Known Correlation Working Model: correlation matrix = #2a( ( 1.0 0.20 0.30 0.10 ) ( 0.20 1.0 0.20 0.30 ) ( 0.30 0.20 1.0 0.20 ) ( 0.10 0.30 0.20 1.0 ) ) # > No link specified - canonical link used Iteration 1: quasideviance = 1333.98 Iteration 2: quasideviance = 34653.5 Iteration 3: quasideviance = 11172.2 Iteration 4: quasideviance = 3340.87 Iteration 5: quasideviance = 1121.05 Iteration 6: quasideviance = 488.565 Iteration 7: quasideviance = 323.076 Iteration 8: quasideviance = 305.371 Iteration 9: quasideviance = 304.493 Iteration 10: quasideviance = 304.462 Iteration 11: quasideviance = 304.461 Iteration 12: quasideviance = 304.461 GEE Estimates: Coefficient Std Error Naive Std Error Constant 2.82993 (0.305884) (0.424266) Variable 0 -8.510832E-2 (4.353495E-2) (3.941535E-2) Variable 1 -5.398050E-2 (3.036900E-2) (3.564486E-2) Scale Estimate: 3.06250 Independence model deviance: 304.461 Number of cases: 100 Link: # Variance function: Poisson error Saturated Working Model: correlation matrix = #2a( ( 1.0 0.16 0.24 -9.09E-2) ( 0.16 1.0 -0.21 -3.97E-2) ( 0.24 -0.21 1.0 -3.07E-2) ( -9.09E-2 -3.97E-2 -3.07E-2 1.0 ) ) # > No link specified - canonical link used Iteration 1: quasideviance = 1333.98 Iteration 2: quasideviance = 27623.3 Iteration 3: quasideviance = 8901.29 Iteration 4: quasideviance = 2714.22 Iteration 5: quasideviance = 930.081 Iteration 6: quasideviance = 425.888 Iteration 7: quasideviance = 316.398 Iteration 8: quasideviance = 305.868 Iteration 9: quasideviance = 305.394 Iteration 10: quasideviance = 305.361 Iteration 11: quasideviance = 305.357 Iteration 12: quasideviance = 305.356 Iteration 13: quasideviance = 305.356 Iteration 14: quasideviance = 305.356 GEE Estimates: Coefficient Std Error Naive Std Error Constant 2.97474 (0.312407) (0.386038) Variable 0 -0.103476 (4.205993E-2) (3.840649E-2) Variable 1 -5.957996E-2 (3.029447E-2) (3.558169E-2) Scale Estimate: 3.18481 Independence model deviance: 305.356 Number of cases: 100 Link: # Variance function: Poisson error Saturated Working Model (Normal-ML): correlation matrix = #2a( ( 0.61 0.16 0.26 -0.11 ) ( 0.16 0.77 -0.18 -3.57E-2) ( 0.26 -0.18 1.7 -3.43E-2) (-0.11 -3.57E-2 -3.43E-2 0.95 ) ) # > No link specified - canonical link used Iteration 1: quasideviance = 1333.98 Iteration 2: quasideviance = 46076.3 Iteration 3: quasideviance = 15396.6 Iteration 4: quasideviance = 4837.49 Iteration 5: quasideviance = 1585.74 Iteration 6: quasideviance = 635.620 Iteration 7: quasideviance = 347.975 Iteration 8: quasideviance = 306.588 Iteration 9: quasideviance = 304.472 Iteration 10: quasideviance = 304.406 Iteration 11: quasideviance = 304.401 Iteration 12: quasideviance = 304.401 GEE Estimates: Coefficient Std Error Naive Std Error Constant 2.88171 (0.351747) (0.433978) Variable 0 -9.501059E-2 (4.775023E-2) (4.132247E-2) Variable 1 -5.288876E-2 (3.076723E-2) (3.680058E-2) Scale Estimate: 3.09771 Independence model deviance: 304.401 Number of cases: 100 Link: # Variance function: Poisson error Stationary 3 - dependence Working Model: correlation matrix = #2a( ( 1.0 -2.47E-2 0.10 -9.83E-2) ( -2.47E-2 1.0 -2.47E-2 0.10 ) ( 0.10 -2.47E-2 1.0 -2.47E-2) ( -9.83E-2 0.10 -2.47E-2 1.0 ) ) # > NIL > T > FLATTEN > SMOKING > SEX > GROUP > AGE > Y > MAINEFFECTS > PLUSINTERACTIONS > No correlation specified, using *gee-default-correlation* No link specified - canonical link used Iteration 1: quasideviance = 65.7656 Iteration 2: quasideviance = 42.9451 GEE Estimates: Block Wald Chisq p-value Intercept 6.13102E-3 0.9376 Variable Estimate Std.Err. p-value Intercept 7.58924E-2 (0.969241) 0.9376 AGE 0.15545 0.6934 Variable Estimate Std.Err. p-value AGE 1.02229E-2 (2.592872E-2) 0.6934 SEX 0.20170 0.6534 Variable Estimate Std.Err. p-value (SEX M) -0.11137 (0.247980) 0.6534 SMOKING 1.9894 0.3698 Variable Estimate Std.Err. p-value (SMOKING past) 0.35846 (0.265187) 0.1765 (SMOKING never) 0.16317 (0.263285) 0.5354 Scale Estimate: 0.715752 Independence model deviance: 42.9451 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model MAIN-MODEL > GEE Estimates: Coefficient Std Error Naive Std Error Constant 7.589237E-2 (0.969241) (0.989719) AGE 1.022285E-2 (2.592872E-2) (2.561679E-2) (SEX M) -0.111369 (0.247980) (0.220216) (SMOKING never) 0.163171 (0.263285) (0.275687) (SMOKING past) 0.358462 (0.265187) (0.267708) Scale Estimate: 0.715752 Independence model deviance: 42.9451 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model NIL > GEE Estimates: Block Wald Chisq p-value Intercept 6.13102E-3 0.9376 Variable Estimate Std.Err. p-value Intercept 7.58924E-2 (0.969241) 0.9376 AGE 0.15545 0.6934 Variable Estimate Std.Err. p-value AGE 1.02229E-2 (2.592872E-2) 0.6934 SEX 0.20170 0.6534 Variable Estimate Std.Err. p-value (SEX M) -0.11137 (0.247980) 0.6534 SMOKING 1.9894 0.3698 Variable Estimate Std.Err. p-value (SMOKING past) 0.35846 (0.265187) 0.1765 (SMOKING never) 0.16317 (0.263285) 0.5354 Scale Estimate: 0.715752 Independence model deviance: 42.9451 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model NIL > GEE Estimates: Block Wald Chisq p-value Intercept 6.13102E-3 0.9376 Variable Estimate Std.Err. p-value Intercept 7.58924E-2 (0.969241) 0.9376 AGE 0.15545 0.6934 Variable Estimate Std.Err. p-value AGE 1.02229E-2 (2.592872E-2) 0.6934 SEX 0.20170 0.6534 Variable Estimate Std.Err. p-value (SEX M) -0.11137 (0.247980) 0.6534 SMOKING 1.9894 0.3698 Variable Estimate Std.Err. p-value (SMOKING past) 0.35846 (0.265187) 0.1765 (SMOKING never) 0.16317 (0.263285) 0.5354 Scale Estimate: 0.715752 Independence model deviance: 42.9451 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model NIL > *GEE-DISPLAY-BLOCK-ONLY* > No correlation specified, using *gee-default-correlation* No link specified - canonical link used Iteration 1: quasideviance = 65.7656 Iteration 2: quasideviance = 36.5135 GEE Estimates: Block Wald Chisq p-value Intercept 0.44296 0.5057 Variable Estimate Std.Err. p-value Intercept -0.54611 (0.820538) 0.5057 (INTERACTION SMOKING AGE) 0.42691 0.8078 Variable Estimate Std.Err. p-value ((SMOKING past) AGE) -2.32284E-2 (6.440621E-2) 0.7184 ((SMOKING never) AGE) -3.99655E-2 (6.321783E-2) 0.5273 (INTERACTION SMOKING SEX) 18.130 0.0001 Variable Estimate Std.Err. p-value ((SMOKING past) (SEX M)) 1.5750 (0.402771) 0.0001 ((SMOKING never) (SEX M)) 1.1958 (0.446857) 0.0074 AGE 2.6253 0.1052 Variable Estimate Std.Err. p-value AGE 3.88662E-2 (2.398747E-2) 0.1052 SEX 21.472 0.0000 Variable Estimate Std.Err. p-value (SEX M) -1.0573 (0.228167) 0.0000 SMOKING 0.20659 0.9019 Variable Estimate Std.Err. p-value (SMOKING past) 0.45690 (2.30613) 0.8429 (SMOKING never) 1.1224 (2.51109) 0.6549 Scale Estimate: 0.608558 Independence model deviance: 36.5135 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model BIG-MODEL > GEE Estimates: Coefficient Std Error Naive Std Error Constant -0.546113 (0.820538) (1.55790) ((SMOKING never) AGE) -3.996551E-2 (6.321783E-2) (6.442987E-2) ((SMOKING past) AGE) -2.322840E-2 (6.440621E-2) (5.496470E-2) ((SMOKING never) (SEX M)) 1.19584 (0.446857) (0.505199) ((SMOKING past) (SEX M)) 1.57497 (0.402771) (0.504483) AGE 3.886623E-2 (2.398747E-2) (4.161342E-2) (SEX M) -1.05728 (0.228167) (0.364347) (SMOKING never) 1.12244 (2.51109) (2.54266) (SMOKING past) 0.456904 (2.30613) (2.09772) Scale Estimate: 0.608558 Independence model deviance: 36.5135 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model NIL > GEE Estimates: Block Wald Chisq p-value Intercept 0.44296 0.5057 Variable Estimate Std.Err. p-value Intercept -0.54611 (0.820538) 0.5057 (INTERACTION SMOKING AGE) 0.42691 0.8078 Variable Estimate Std.Err. p-value ((SMOKING past) AGE) -2.32284E-2 (6.440621E-2) 0.7184 ((SMOKING never) AGE) -3.99655E-2 (6.321783E-2) 0.5273 (INTERACTION SMOKING SEX) 18.130 0.0001 Variable Estimate Std.Err. p-value ((SMOKING past) (SEX M)) 1.5750 (0.402771) 0.0001 ((SMOKING never) (SEX M)) 1.1958 (0.446857) 0.0074 AGE 2.6253 0.1052 Variable Estimate Std.Err. p-value AGE 3.88662E-2 (2.398747E-2) 0.1052 SEX 21.472 0.0000 Variable Estimate Std.Err. p-value (SEX M) -1.0573 (0.228167) 0.0000 SMOKING 0.20659 0.9019 Variable Estimate Std.Err. p-value (SMOKING past) 0.45690 (2.30613) 0.8429 (SMOKING never) 1.1224 (2.51109) 0.6549 Scale Estimate: 0.608558 Independence model deviance: 36.5135 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model NIL > GEE Estimates: Block Wald Chisq p-value Intercept 0.44296 0.5057 (INTERACTION SMOKING AGE) 0.42691 0.8078 (INTERACTION SMOKING SEX) 18.130 0.0001 AGE 2.6253 0.1052 SEX 21.472 0.0000 SMOKING 0.20659 0.9019 Scale Estimate: 0.608558 Independence model deviance: 36.5135 Number of cases: 60 Link: # Variance function: Normal error Independence Working Model NIL > NIL >