> skip_if_not(TEST_ALL)
> set.seed(123)
> cat("Recipe Specification", "\n")
Recipe Specification 

> test_predict_all(rec, model = CoxModel())
Model: CoxModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1645.164 4220.353 5067.247 4033.989 1032.844 3726.738 1828.670 3774.468
 [9] 1326.648 2415.216
... with 195 more values
Distribution: empirical
  C-Index 
0.7370791 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1626.1482  8818.2639 26739.2056  7526.5948   983.3342  5961.4068
 [7]  1837.5436  6169.9809  1284.0295  2630.0111
... with 195 more values
Distribution: exponential
  C-Index 
0.7370791 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6383213 0.3255354 0.10597332
 [2,] 0.9205511 0.8130547 0.66105802
 [3,] 0.9730686 0.9340252 0.87240311
 [4,] 0.9075656 0.7846845 0.61572979
 [5,] 0.4759834 0.1563074 0.02443201
 [6,] 0.8847463 0.7362866 0.54211800
 [7,] 0.6721529 0.3703993 0.13719563
 [8,] 0.8884163 0.7439459 0.55345549
 [9,] 0.5663615 0.2413983 0.05827315
[10,] 0.7576260 0.4996170 0.24961718
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16776313     0.07512325     0.16016220     0.20937964     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74755811     0.90694375 
Accuracy.Time2 Accuracy.Time3 
    0.78708715     0.66008642 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  3510.491  8174.841 14235.149  7552.436  2729.847  6721.437  3731.699
 [8]  6838.009  3119.430  4464.436
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7370791 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.9666077 0.8087497 0.4278156
 [2,] 0.9937566 0.9616129 0.8550691
 [3,] 0.9979367 0.9871740 0.9496746
 [4,] 0.9926891 0.9551749 0.8323992
 [5,] 0.9453840 0.7039656 0.2455873
 [6,] 0.9907785 0.9437427 0.7932580
 [7,] 0.9703918 0.8287422 0.4717129
 [8,] 0.9910888 0.9455918 0.7994931
 [9,] 0.9579003 0.7642792 0.3411992
[10,] 0.9792198 0.8770030 0.5915674
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.21550209     0.09759478     0.21576571     0.26250684     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.70315461     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.73226261     0.60811080 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6730275 0.3533327 0.11528186
 [2,] 0.9295828 0.8254333 0.67140149
 [3,] 0.9762067 0.9386912 0.87688143
 [4,] 0.9180067 0.7986996 0.62703249
 [5,] 0.5195369 0.1789896 0.02808187
 [6,] 0.8976167 0.7529288 0.55471236
 [7,] 0.7043951 0.3982556 0.14780810
 [8,] 0.9009002 0.7601866 0.56587374
 [9,] 0.6056387 0.2677943 0.06482988
[10,] 0.7828380 0.5255813 0.26295559
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16779907     0.07502924     0.15997392     0.20960209     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74300723     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.77238731     0.66177315 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7008656 0.3067745 0.09606956
 [2,] 0.9365565 0.8042035 0.64920501
 [3,] 0.9786159 0.9306596 0.86721309
 [4,] 0.9260807 0.7746855 0.60281488
 [5,] 0.5555521 0.1416930 0.02077272
 [6,] 0.9075955 0.7244608 0.52780135
 [7,] 0.7301184 0.3514445 0.12578579
 [8,] 0.9105751 0.7323979 0.53932716
 [9,] 0.6375370 0.2239167 0.05146411
[10,] 0.8027036 0.4816127 0.23492435
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795403     0.07537741     0.16062322     0.20938317     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     0
 [7,]     0     1     1
 [8,]     0     0     0
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7633826      0.9069024      0.7820557      0.6947707 

> cat("Formula Specification", "\n")
Formula Specification 

> models <- c(CoxModel(), GBMModel(), CForestModel(), SurvRegModel(),
+ XGBDARTModel(), XGBLinearModel(updater = "coord_descent"), XGBTreeModel(),
+ XGBTreeModel(objective = "survival:aft"))
> for (model in models) {
+   test_predict_all(fo, df, model = model)
+ }
Model: CoxModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1645.164 4220.353 5067.247 4033.989 1032.844 3726.738 1828.670 3774.468
 [9] 1326.648 2415.216
... with 195 more values
Distribution: empirical
  C-Index 
0.7370791 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1626.1482  8818.2639 26739.2056  7526.5948   983.3342  5961.4068
 [7]  1837.5436  6169.9809  1284.0295  2630.0111
... with 195 more values
Distribution: exponential
  C-Index 
0.7370791 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6383213 0.3255354 0.10597332
 [2,] 0.9205511 0.8130547 0.66105802
 [3,] 0.9730686 0.9340252 0.87240311
 [4,] 0.9075656 0.7846845 0.61572979
 [5,] 0.4759834 0.1563074 0.02443201
 [6,] 0.8847463 0.7362866 0.54211800
 [7,] 0.6721529 0.3703993 0.13719563
 [8,] 0.8884163 0.7439459 0.55345549
 [9,] 0.5663615 0.2413983 0.05827315
[10,] 0.7576260 0.4996170 0.24961718
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16776313     0.07512325     0.16016220     0.20937964     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74755811     0.90694375 
Accuracy.Time2 Accuracy.Time3 
    0.78708715     0.66008642 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  3510.491  8174.841 14235.149  7552.436  2729.847  6721.437  3731.699
 [8]  6838.009  3119.430  4464.436
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7370791 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.9666077 0.8087497 0.4278156
 [2,] 0.9937566 0.9616129 0.8550691
 [3,] 0.9979367 0.9871740 0.9496746
 [4,] 0.9926891 0.9551749 0.8323992
 [5,] 0.9453840 0.7039656 0.2455873
 [6,] 0.9907785 0.9437427 0.7932580
 [7,] 0.9703918 0.8287422 0.4717129
 [8,] 0.9910888 0.9455918 0.7994931
 [9,] 0.9579003 0.7642792 0.3411992
[10,] 0.9792198 0.8770030 0.5915674
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.21550209     0.09759478     0.21576571     0.26250684     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.70315461     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.73226261     0.60811080 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6730275 0.3533327 0.11528186
 [2,] 0.9295828 0.8254333 0.67140149
 [3,] 0.9762067 0.9386912 0.87688143
 [4,] 0.9180067 0.7986996 0.62703249
 [5,] 0.5195369 0.1789896 0.02808187
 [6,] 0.8976167 0.7529288 0.55471236
 [7,] 0.7043951 0.3982556 0.14780810
 [8,] 0.9009002 0.7601866 0.56587374
 [9,] 0.6056387 0.2677943 0.06482988
[10,] 0.7828380 0.5255813 0.26295559
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16779907     0.07502924     0.15997392     0.20960209     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.74300723     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.77238731     0.66177315 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7008656 0.3067745 0.09606956
 [2,] 0.9365565 0.8042035 0.64920501
 [3,] 0.9786159 0.9306596 0.86721309
 [4,] 0.9260807 0.7746855 0.60281488
 [5,] 0.5555521 0.1416930 0.02077272
 [6,] 0.9075955 0.7244608 0.52780135
 [7,] 0.7301184 0.3514445 0.12578579
 [8,] 0.9105751 0.7323979 0.53932716
 [9,] 0.6375370 0.2239167 0.05146411
[10,] 0.8027036 0.4816127 0.23492435
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795403     0.07537741     0.16062322     0.20938317     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1721.472  8557.779 24510.308  7364.007  1068.259  5902.986  1933.070
 [8]  6098.720  1375.913  2716.181
... with 195 more values
Distribution: weibull
  C-Index 
0.7370791 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.7007254 0.3067131 0.09605034
 [2,] 0.9365220 0.8041738 0.64918106
 [3,] 0.9786040 0.9306482 0.86720254
 [4,] 0.9260406 0.7746520 0.60278882
 [5,] 0.5553683 0.1416462 0.02076585
 [6,] 0.9075460 0.7244213 0.52777255
 [7,] 0.7299891 0.3513823 0.12576352
 [8,] 0.9105271 0.7323592 0.53929872
 [9,] 0.6373755 0.2238600 0.05145108
[10,] 0.8026043 0.4815531 0.23489529
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16795423     0.07537472     0.16062520     0.20938345     0.77835364 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82155188     0.77578548     0.76261524     0.76338256     0.90690244 
Accuracy.Time2 Accuracy.Time3 
    0.78205568     0.69477073 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     0
 [7,]     0     1     1
 [8,]     0     0     0
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7633826      0.9069024      0.7820557      0.6947707 
Model: GBMModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1505.301 4518.198 5021.678 3100.750 2139.447 3150.542 1401.515 3835.302
 [9] 2953.375 2727.060
... with 195 more values
Distribution: empirical
  C-Index 
0.7745052 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6725212 0.2734951 0.07431414
 [2,] 0.9518490 0.8510621 0.72372037
 [3,] 0.9763270 0.9246935 0.85472189
 [4,] 0.8627354 0.6172349 0.38005690
 [5,] 0.7696325 0.4249896 0.17984169
 [6,] 0.8665898 0.6262923 0.39132134
 [7,] 0.6512301 0.2462018 0.06019013
 [8,] 0.9135017 0.7440459 0.55278293
 [9,] 0.8508941 0.5899781 0.34715295
[10,] 0.8312963 0.5467201 0.29799788
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15859241     0.08003135     0.15386201     0.19285508     0.81510898 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82233853     0.81899016     0.80988845     0.77660184     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.78619824     0.72264388 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1472.235 11835.489 24379.084  3955.832  2230.609  4078.982  1361.805
 [8]  6455.926  3617.244  3161.069
... with 195 more values
Distribution: exponential
  C-Index 
0.7745052 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6090562 0.2894966 0.08380828
 [2,] 0.9401847 0.8571029 0.73462543
 [3,] 0.9705002 0.9278741 0.86095030
 [4,] 0.8314886 0.6304357 0.39744914
 [5,] 0.7208928 0.4412418 0.19469435
 [6,] 0.8361341 0.6392782 0.40867659
 [7,] 0.5850527 0.2618108 0.06854487
 [8,] 0.8930842 0.7537564 0.56814874
 [9,] 0.8172493 0.6037907 0.36456317
[10,] 0.7937914 0.5613917 0.31516065
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
     0.1581817      0.0800482      0.1537777      0.1920776      0.8151090 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
     0.8223385      0.8189902      0.8098884      0.7800176      0.8922417 
Accuracy.Time2 Accuracy.Time3 
     0.7960118      0.7255316 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1123.287 3184.895 4570.995 1841.285 1382.655 1869.726 1080.338 2352.238
 [9] 1760.723 1645.959
... with 195 more values
Distribution: rayleigh
  C-Index 
0.7745052 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2        Time3
 [1,] 0.7176977 0.1257867 0.0002503454
 [2,] 0.9595781 0.7726844 0.3564582275
 [3,] 0.9801678 0.8823230 0.6060527425
 [4,] 0.8838652 0.4622881 0.0456720704
 [5,] 0.8033768 0.2545339 0.0041974206
 [6,] 0.8871656 0.4731833 0.0501322898
 [7,] 0.6986501 0.1063220 0.0001277888
 [8,] 0.9271465 0.6232713 0.1509067111
 [9,] 0.8737105 0.4300780 0.0342128231
[10,] 0.8568529 0.3807713 0.0210211708
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.23390704     0.08097287     0.16948829     0.33373196     0.81510898 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82233853     0.81899016     0.80988845     0.72735223     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.75251863     0.64435243 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1334.224  8597.179 16401.218  3227.947  1934.291  3317.623  1244.402
 [8]  5001.130  2979.827  2641.564
... with 195 more values
Distribution: weibull
  C-Index 
0.7745052 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6148346 0.2577457 0.05264449
 [2,] 0.9412897 0.8448064 0.69334130
 [3,] 0.9710537 0.9213874 0.83711174
 [4,] 0.8344158 0.6037597 0.33429366
 [5,] 0.7253996 0.4086745 0.14324316
 [6,] 0.8389887 0.6130277 0.34553760
 [7,] 0.5910557 0.2309108 0.04146349
 [8,] 0.8950094 0.7340502 0.51098977
 [9,] 0.8203962 0.5759068 0.30170654
[10,] 0.7972900 0.5318247 0.25379514
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16070983     0.07997908     0.15416110     0.19693137     0.81510898 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82233853     0.81899016     0.80988845     0.77527991     0.89224170 
Accuracy.Time2 Accuracy.Time3 
    0.79122212     0.71892988 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1334.224  8597.179 16401.218  3227.947  1934.291  3317.623  1244.402
 [8]  5001.130  2979.827  2641.564
... with 195 more values
Distribution: weibull
  C-Index 
0.7745052 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6725918 0.2735239 0.07432195
 [2,] 0.9518615 0.8510733 0.72372983
 [3,] 0.9763332 0.9246993 0.85472731
 [4,] 0.8627692 0.6172591 0.38007176
 [5,] 0.7696858 0.4250191 0.17985416
 [6,] 0.8666226 0.6263160 0.39133617
 [7,] 0.6513040 0.2462297 0.06019696
 [8,] 0.9135236 0.7440637 0.55279617
 [9,] 0.8509305 0.5900033 0.34716779
[10,] 0.8313369 0.5467469 0.29801246
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15859206     0.08003222     0.15386167     0.19285423     0.81510898 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82233853     0.81899016     0.80988845     0.77660184     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.78619824     0.72264388 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1334.224  8597.179 16401.218  3227.947  1934.291  3317.623  1244.402
 [8]  5001.130  2979.827  2641.564
... with 195 more values
Distribution: weibull
  C-Index 
0.7745052 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6725212 0.2734951 0.07431414
 [2,] 0.9518490 0.8510621 0.72372037
 [3,] 0.9763270 0.9246935 0.85472189
 [4,] 0.8627354 0.6172349 0.38005690
 [5,] 0.7696325 0.4249896 0.17984169
 [6,] 0.8665898 0.6262923 0.39132134
 [7,] 0.6512301 0.2462018 0.06019013
 [8,] 0.9135017 0.7440459 0.55278293
 [9,] 0.8508941 0.5899781 0.34715295
[10,] 0.8312963 0.5467201 0.29799788
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.15859241     0.08003135     0.15386201     0.19285508     0.81510898 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82233853     0.81899016     0.80988845     0.77660184     0.89710215 
Accuracy.Time2 Accuracy.Time3 
    0.78619824     0.72264388 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     1
 [5,]     0     1     1
 [6,]     0     0     1
 [7,]     0     1     1
 [8,]     0     0     0
 [9,]     0     0     1
[10,]     0     0     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7766018      0.8971021      0.7861982      0.7226439 
Model: CForestModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1970.130 4212.321 3985.180 3094.782 2065.103 2286.834 2095.253 2747.172
 [9] 2141.519 1934.321
... with 195 more values
Distribution: empirical
  C-Index 
0.8151205 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5503209 0.3764586 0.3327649
 [2,] 0.9099964 0.8272867 0.6506744
 [3,] 0.9951100 0.8764770 0.4937233
 [4,] 0.8868027 0.6735995 0.3823191
 [5,] 0.6198827 0.3338743 0.2517492
 [6,] 0.7362398 0.4519538 0.3409327
 [7,] 0.6025529 0.4213716 0.3454667
 [8,] 0.8575319 0.6802057 0.2921004
 [9,] 0.6160689 0.3459196 0.2692523
[10,] 0.6365177 0.3492700 0.2454792
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
     0.1184722      0.0656407      0.1297043      0.1328656      0.8989258 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
     0.9182379      0.8862719      0.8987933      0.8142845      0.8971021 
Accuracy.Time2 Accuracy.Time3 
     0.8227373      0.7760858 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1] 1721.982 8730.800 9531.130 3879.031 1866.986 2877.610 1984.184 4572.844
 [9] 1865.342 1892.140
... with 195 more values
Distribution: exponential
  C-Index 
0.8200343 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.6544697 0.3465164 0.1200736
 [2,] 0.9197880 0.8113708 0.6583226
 [3,] 0.9262685 0.8257379 0.6818432
 [4,] 0.8284562 0.6247034 0.3902543
 [5,] 0.6763771 0.3762463 0.1415613
 [6,] 0.7759379 0.5303560 0.2812775
 [7,] 0.6921798 0.3986092 0.1588893
 [8,] 0.8524523 0.6709269 0.4501429
 [9,] 0.6761441 0.3759224 0.1413176
[10,] 0.6799021 0.3811676 0.1452887
... with 195 more rows
Times: 730, 1825, 3650
Distribution: exponential
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12778382     0.07820364     0.14111205     0.13961897     0.87361944 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.87264837     0.86889932     0.87683995     0.81128309     0.89010141 
Accuracy.Time2 Accuracy.Time3 
    0.78254700     0.79699741 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1] 1595.299 4634.360 4264.575 2884.838 1972.897 2513.331 1681.101 2850.475
 [9] 1948.282 1727.410
... with 195 more values
Distribution: rayleigh
 C-Index 
0.812872 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.8483546 0.3577740 0.01638456
 [2,] 0.9807012 0.8853282 0.61435187
 [3,] 0.9772492 0.8660307 0.56251386
 [4,] 0.9509524 0.7302849 0.28442601
 [5,] 0.8980502 0.5106566 0.06800108
 [6,] 0.9358897 0.6609278 0.19081659
 [7,] 0.8623469 0.3962894 0.02466323
 [8,] 0.9497931 0.7247384 0.27588304
 [9,] 0.8955980 0.5020039 0.06350800
[10,] 0.8691291 0.4161758 0.02999905
... with 195 more rows
Times: 730, 1825, 3650
Distribution: rayleigh
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12239258     0.09085103     0.14627012     0.12068267     0.86454194 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.86065465     0.86064041     0.86843776     0.79373667     0.89010141 
Accuracy.Time2 Accuracy.Time3 
    0.78779664     0.75875480 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  2262.844 27644.408  3533.929  4357.830  2000.985  3169.741  2724.073
 [8]  4381.633  1997.553  1978.218
... with 195 more values
Distribution: weibull
  C-Index 
0.7788098 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5938993 0.3671675 0.1933887
 [2,] 0.8644572 0.7772867 0.6829305
 [3,] 0.9943499 0.9105329 0.4571106
 [4,] 0.8064699 0.6152983 0.4068680
 [5,] 0.6343504 0.3705575 0.1668315
 [6,] 0.7461961 0.5203191 0.3014894
 [7,] 0.6351485 0.4168457 0.2374680
 [8,] 0.8577638 0.6723751 0.4427600
 [9,] 0.6366703 0.3714414 0.1662728
[10,] 0.6633612 0.3832160 0.1615597
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.12349064     0.07706857     0.14992644     0.12619800     0.87420305 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.90085874     0.85315946     0.87616694     0.78479964     0.88403217 
Accuracy.Time2 Accuracy.Time3 
    0.77579191     0.75051128 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  2262.844 27644.408  3533.929  4357.830  2000.985  3169.741  2724.073
 [8]  4381.633  1997.553  1978.218
... with 195 more values
Distribution: weibull
  C-Index 
0.7788098 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5503209 0.3764586 0.3327649
 [2,] 0.9099964 0.8272867 0.6506744
 [3,] 0.9951100 0.8764770 0.4937233
 [4,] 0.8868027 0.6735995 0.3823191
 [5,] 0.6198827 0.3338743 0.2517492
 [6,] 0.7362398 0.4519538 0.3409327
 [7,] 0.6025529 0.4213716 0.3454667
 [8,] 0.8575319 0.6802057 0.2921004
 [9,] 0.6160689 0.3459196 0.2692523
[10,] 0.6365177 0.3492700 0.2454792
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
     0.1184722      0.0656407      0.1297043      0.1328656      0.8989258 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
     0.9182379      0.8862719      0.8987933      0.8142845      0.8971021 
Accuracy.Time2 Accuracy.Time3 
     0.8227373      0.7760858 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  2262.844 27644.408  3533.929  4357.830  2000.985  3169.741  2724.073
 [8]  4381.633  1997.553  1978.218
... with 195 more values
Distribution: weibull
  C-Index 
0.7788098 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2     Time3
 [1,] 0.5503209 0.3764586 0.3327649
 [2,] 0.9099964 0.8272867 0.6506744
 [3,] 0.9951100 0.8764770 0.4937233
 [4,] 0.8868027 0.6735995 0.3823191
 [5,] 0.6198827 0.3338743 0.2517492
 [6,] 0.7362398 0.4519538 0.3409327
 [7,] 0.6025529 0.4213716 0.3454667
 [8,] 0.8575319 0.6802057 0.2921004
 [9,] 0.6160689 0.3459196 0.2692523
[10,] 0.6365177 0.3492700 0.2454792
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
     0.1184722      0.0656407      0.1297043      0.1328656      0.8989258 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
     0.9182379      0.8862719      0.8987933      0.8142845      0.8971021 
Accuracy.Time2 Accuracy.Time3 
     0.8227373      0.7760858 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     1
 [4,]     0     0     1
 [5,]     0     1     1
 [6,]     0     1     1
 [7,]     0     1     1
 [8,]     0     0     1
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: empirical
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.8142845      0.8971021      0.8227373      0.7760858 
Model: SurvRegModel 

Predicted means (distr = emp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (distr = exp)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (distr = ray)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (distr = wei)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (method = bre)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted means (method = efr)
--- SurvMeans object -----------------------------------------------------------
 [1]  1504.553  7831.985 17839.505  6625.441  1141.152  5193.580  1676.297
 [8]  4807.999  1366.181  2364.443
... with 195 more values
Distribution: weibull
  C-Index 
0.7389551 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.6468607 0.3043083 0.07855303
 [2,] 0.9311154 0.8228997 0.65915130
 [3,] 0.9714729 0.9240012 0.84449506
 [4,] 0.9178308 0.7912299 0.60609303
 [5,] 0.5543972 0.1996921 0.03191189
 [6,] 0.8940612 0.7365145 0.51998641
 [7,] 0.6791341 0.3475852 0.10438673
 [8,] 0.8852679 0.7168992 0.49082207
 [9,] 0.6161703 0.2664778 0.05914028
[10,] 0.7669225 0.4844510 0.21230764
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16274844     0.07487097     0.15954889     0.19981916     0.77757858 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.82244057     0.77803479     0.75936005     0.77247890     0.91180292 
Accuracy.Time2 Accuracy.Time3 
    0.78211451     0.71096794 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     0
 [7,]     0     1     1
 [8,]     0     0     1
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: weibull
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7724789      0.9118029      0.7821145      0.7109679 
Model: XGBDARTModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     1     1     1
 [2,]     1     1     1
 [3,]     0     0     0
 [4,]     1     1     1
 [5,]     1     1     1
 [6,]     1     1     1
 [7,]     1     1     1
 [8,]     1     1     1
 [9,]     1     1     1
[10,]     1     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.9882404      1.0000000      1.0000000      0.9764808 
Model: XGBLinearModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]  917.3235 4579.4829 5480.0869 4587.4775  812.9866 2201.1167 1038.6749
 [8] 2413.9475  797.4570 1481.3057
... with 195 more values
Distribution: gaussian
  C-Index 
0.7429885 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
          Time1     Time2      Time3
 [1,] 0.5903385 0.2457657 0.08363607
 [2,] 0.9668431 0.8212152 0.58973326
 [3,] 0.9780912 0.8642339 0.65777336
 [4,] 0.9669718 0.8216706 0.59041131
 [5,] 0.5428713 0.2093667 0.06657854
 [6,] 0.8651331 0.5743206 0.30651176
 [7,] 0.6378270 0.2865016 0.10441642
 [8,] 0.8841467 0.6101398 0.33963341
 [9,] 0.5352140 0.2038615 0.06412308
[10,] 0.7604139 0.4173584 0.18358070
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.16127321     0.07338674     0.16101380     0.19658345     0.77082665 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    0.83561020     0.78009843     0.73935016     0.77295667     0.90202231 
Accuracy.Time2 Accuracy.Time3 
    0.76229469     0.72772760 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     0     1     1
 [2,]     0     0     0
 [3,]     0     0     0
 [4,]     0     0     0
 [5,]     0     1     1
 [6,]     0     0     1
 [7,]     0     1     1
 [8,]     0     0     1
 [9,]     0     1     1
[10,]     0     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.7729567      0.9020223      0.7622947      0.7277276 
Model: XGBTreeModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     1     1     1
 [2,]     1     1     1
 [3,]     0     0     0
 [4,]     1     1     1
 [5,]     1     1     1
 [6,]     1     1     1
 [7,]     1     1     1
 [8,]     1     1     1
 [9,]     1     1     1
[10,]     1     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.9882404      1.0000000      1.0000000      0.9764808 
Model: XGBTreeModel 

Predicted means (distr = emp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = emp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = exp)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = exp)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = ray)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = ray)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (distr = wei)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (distr = wei)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = bre)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (method = bre)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted means (method = efr)
--- SurvTimes object -----------------------------------------------------------
 [1]     10.10563     35.09929 249570.54688    102.47298    185.79008
 [6]    206.49890    229.48207    247.25833    237.11188    290.42786
... with 195 more values
Distribution: gaussian
  C-Index 
0.9987806 

Predicted probabilities (method = efr)
--- SurvProbs object -----------------------------------------------------------
             Time1        Time2        Time3
 [1,] 9.346689e-06 1.016784e-07 1.938122e-09
 [2,] 1.203222e-03 3.888755e-05 1.706144e-06
 [3,] 1.000000e+00 9.999996e-01 9.999881e-01
 [4,] 2.479722e-02 1.990040e-03 1.765360e-04
 [5,] 8.558922e-02 1.116469e-02 1.451319e-03
 [6,] 1.033396e-01 1.466434e-02 2.038206e-03
 [7,] 1.235913e-01 1.906240e-02 2.831710e-03
 [8,] 1.394906e-01 2.280950e-02 3.550728e-03
 [9,] 1.303978e-01 2.063520e-02 3.128974e-03
[10,] 1.783453e-01 3.303267e-02 5.684830e-03
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
    Brier.Mean    Brier.Time1    Brier.Time2    Brier.Time3   ROC AUC.Mean 
    0.03282774     0.02804109     0.03657542     0.03249379     1.00000000 
 ROC AUC.Time1  ROC AUC.Time2  ROC AUC.Time3  Accuracy.Mean Accuracy.Time1 
    1.00000000     1.00000000     1.00000000     0.98824042     1.00000000 
Accuracy.Time2 Accuracy.Time3 
    1.00000000     0.97648084 

Predicted events: 
--- SurvEvents object ----------------------------------------------------------
      Time1 Time2 Time3
 [1,]     1     1     1
 [2,]     1     1     1
 [3,]     0     0     0
 [4,]     1     1     1
 [5,]     1     1     1
 [6,]     1     1     1
 [7,]     1     1     1
 [8,]     1     1     1
 [9,]     1     1     1
[10,]     1     1     1
... with 195 more rows
Times: 730, 1825, 3650
Distribution: gaussian
 Accuracy.Mean Accuracy.Time1 Accuracy.Time2 Accuracy.Time3 
     0.9882404      1.0000000      1.0000000      0.9764808 

> models <- c(BARTModel(), BlackBoostModel(), GAMBoostModel(baselearner = "bols"),
+ GLMBoostModel(), GLMNetModel(lambda = 0.05), RangerModel(), RPartModel())
> for (model in models) {
+   test_predict_defaults(fo, df, model = model)
+ }
Model: BARTModel 
--- SurvMeans object -----------------------------------------------------------
 [1]  1885.857 10430.507 10525.998  6370.915  1623.916  3343.020  1951.389
 [8]  3753.713  1891.654  3232.791
... with 195 more values
Distribution: weibull
 C-Index 
0.801801 
Model: BlackBoostModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 2203.1217 6871.8868 9510.2630 3522.8119 1090.8792 3371.7754 2203.1217
 [8] 3557.9782  672.3609 2536.4618
... with 195 more values
Distribution: weibull
  C-Index 
0.8026452 
Model: GAMBoostModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 1976.424 7476.882 8576.702 6352.006 1816.996 4127.929 2190.379 3749.519
 [9] 1780.595 2509.602
... with 195 more values
Distribution: weibull
  C-Index 
0.7390489 
Model: GLMBoostModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 1976.424 7476.882 8576.702 6352.006 1816.996 4127.929 2190.379 3749.519
 [9] 1780.595 2509.602
... with 195 more values
Distribution: weibull
  C-Index 
0.7390489 
Model: GLMNetModel 

Warning: Starting in glmnet 5.1, the default Cox tie-handling method will change from 'breslow' to 'efron' (matching survival::coxph). To silence this message and lock in the v5.0 default, pass cox.ties = 'breslow' explicitly. To preview the v5.1 behavior, pass cox.ties = 'efron'.

--- SurvMeans object -----------------------------------------------------------
 [1]  2511.208  8882.428 10033.694  7528.230  2281.571  4931.220  2772.814
 [8]  4504.672  2233.483  3082.128
... with 195 more values
Distribution: weibull
  C-Index 
0.7404559 
Model: RangerModel 
--- SurvMeans object -----------------------------------------------------------
 [1] 2.810947e+03 1.856425e+10 7.048417e+03 2.569061e+03 1.228197e+03
 [6] 1.215716e+03 5.368620e+03 4.433910e+04 1.089219e+03 1.724833e+03
... with 195 more values
Distribution: weibull
  C-Index 
0.8589251 
Model: RPartModel 
--- SurvMeans object -----------------------------------------------------------
 [1]  1269.163  4625.898  4639.688  6873.595 17077.929  1730.269  1269.163
 [8] 12222.675 17077.929  1269.163
... with 195 more values
Distribution: weibull
  C-Index 
0.6704918 

