Faktorska analiza

1 Analiza glavnih komponent PCA

1.1 Priprava podatkov

Uporabimo samo numerične spremenljivke in odstranimo primere z manjkajočimi vrednostmi (Če so. Pri nas jih ni, ker delamo na imputed data.). Nato podatke standardiziramo.

1.2 Korelacijska matrika

1.3 PCA komponente

Component Eigenvalue Explained variance Cumulative
PC1 3.192 0.114 0.114
PC2 2.804 0.100 0.214
PC3 2.363 0.084 0.298
PC4 2.223 0.079 0.378
PC5 1.921 0.069 0.446
PC6 1.621 0.058 0.504
PC7 1.447 0.052 0.556
PC8 1.148 0.041 0.597
PC9 1.094 0.039 0.636
PC10 1.006 0.036 0.672
PC11 0.985 0.035 0.707
PC12 0.962 0.034 0.741
PC13 0.913 0.033 0.774
PC14 0.813 0.029 0.803
PC15 0.749 0.027 0.830
PC16 0.663 0.024 0.854
PC17 0.602 0.021 0.875
PC18 0.538 0.019 0.894
PC19 0.474 0.017 0.911
PC20 0.453 0.016 0.927
PC21 0.424 0.015 0.943
PC22 0.362 0.013 0.955
PC23 0.322 0.012 0.967
PC24 0.285 0.010 0.977
PC25 0.259 0.009 0.986
PC26 0.216 0.008 0.994
PC27 0.120 0.004 0.998
PC28 0.046 0.002 1.000

1.4 Izbor števila komponent

Prikažemo izbor po Kaiserjevem kriteriju (lastna vrednost > 1).

Izbrano število komponent: 10

1.5 Loadingi in varimax rotacija

Loadingi (brez rotacije)

PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8 PC9 PC10
Age -0.140 -0.141 -0.601 0.087 -0.113 0.211 -0.362 -0.089 -0.069 0.047
BMI 0.001 0.094 0.334 -0.252 0.163 -0.220 0.307 -0.273 0.219 0.017
EjectionFractionEF -0.105 -0.033 0.237 -0.174 -0.029 -0.079 -0.300 0.604 -0.326 -0.048
CockcraftGaultIndexPreop 0.130 0.090 0.717 -0.120 0.158 -0.274 0.330 -0.037 0.153 -0.018
EUROscore -0.046 0.021 -0.639 0.080 -0.032 0.264 0.159 -0.380 0.200 0.045
DurationOfTheOperation 0.770 0.137 -0.092 -0.210 -0.018 -0.003 0.022 -0.055 0.018 -0.008
PericardialEffusion 0.015 0.009 -0.060 -0.032 -0.008 0.029 0.073 -0.188 0.203 -0.559
NumberOfGrafts 0.654 0.141 -0.087 -0.304 -0.081 -0.064 -0.135 0.009 -0.062 0.024
TotalDrainage 0.385 -0.060 0.083 0.587 0.004 0.093 0.106 0.109 0.043 0.021
Drainage24h 0.395 -0.087 0.335 0.760 -0.056 0.022 -0.186 -0.104 0.065 -0.004
Drainage24hMlKg 0.390 -0.095 0.285 0.782 -0.083 0.046 -0.224 -0.067 0.043 -0.003
NumberOfPlasmaUnits 0.231 -0.052 -0.267 0.227 0.088 0.225 0.567 0.331 -0.133 -0.011
PlateletUnitNumber 0.148 -0.000 -0.256 0.180 0.106 0.195 0.593 0.224 -0.100 0.027
NumberOfReintubations 0.027 0.057 -0.123 0.077 0.079 0.042 0.269 0.157 -0.127 -0.130
AorticClampingTime 0.851 0.152 -0.049 -0.283 -0.071 -0.042 -0.104 -0.041 -0.109 0.005
BypassOperationTime 0.869 0.155 -0.152 -0.272 -0.044 0.025 -0.025 -0.039 -0.040 0.005
MinimumTemperature -0.160 -0.006 0.230 0.115 0.103 -0.077 0.183 -0.369 -0.485 0.057
LeukocytesPreoperatively -0.038 0.577 -0.177 0.184 0.574 -0.169 -0.132 0.026 0.005 -0.014
LeukocytesFirstPostoperativeDa -0.047 0.610 -0.185 0.163 0.561 -0.172 -0.150 0.023 -0.008 -0.015
LeukocytesSecondPostoperativeD -0.034 0.646 -0.182 0.143 0.464 -0.097 -0.079 0.032 -0.007 0.003
HbPreoperativelyGDl 0.087 -0.057 0.396 -0.138 0.323 0.476 -0.075 0.009 -0.004 0.021
HbFirstPostoperativeDayGDl -0.010 -0.020 0.236 -0.167 0.304 0.591 -0.093 -0.053 0.022 -0.013
HbSecondPostoperativeDayGDl -0.002 -0.007 0.279 -0.192 0.338 0.711 -0.102 -0.041 0.004 0.009
PlateletsPreoperatively -0.089 0.699 0.078 0.065 -0.498 0.215 0.030 0.011 -0.013 0.022
PlateletsFirstPostoperativeDay -0.141 0.710 0.186 0.018 -0.417 0.176 0.075 -0.019 0.011 -0.010
PlateletsSecondPostoperativeDa -0.209 0.731 0.175 0.017 -0.449 0.183 0.045 0.026 -0.016 0.006
INRFirstPostoperativeDay 0.009 -0.006 -0.042 -0.041 -0.011 0.019 -0.053 0.396 0.718 0.039
INRSecondPostoperativeDay 0.000 0.022 0.011 -0.027 0.030 -0.027 0.064 -0.038 0.096 0.813

Loadingi (varimax rotacija)

PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8 PC9 PC10
Age -0.056 -0.087 -0.753 -0.052 -0.004 -0.034 -0.094 -0.146 0.007 0.012
BMI 0.023 -0.020 0.608 -0.174 0.032 0.018 -0.122 -0.239 -0.026 0.036
EjectionFractionEF -0.040 0.011 -0.041 -0.107 -0.027 0.037 -0.045 0.805 0.034 -0.028
CockcraftGaultIndexPreop 0.035 0.020 0.876 0.075 -0.016 0.057 -0.051 0.077 -0.010 0.019
EUROscore 0.000 0.010 -0.435 -0.127 0.046 -0.022 0.159 -0.683 0.037 0.012
DurationOfTheOperation 0.801 -0.022 0.070 0.069 0.018 0.009 0.081 -0.088 0.048 -0.013
PericardialEffusion 0.015 0.000 0.066 -0.032 -0.011 0.005 -0.043 -0.259 0.086 -0.564
NumberOfGrafts 0.755 0.007 -0.010 -0.026 0.003 -0.031 -0.059 0.069 0.028 0.020
TotalDrainage 0.095 -0.034 0.018 0.643 0.014 -0.019 0.328 -0.027 0.062 0.021
Drainage24h 0.047 -0.016 0.066 0.947 -0.010 -0.001 -0.029 -0.017 -0.026 -0.007
Drainage24hMlKg 0.045 -0.009 -0.014 0.957 -0.015 -0.009 -0.015 0.010 -0.015 -0.008
NumberOfPlasmaUnits 0.082 -0.054 -0.054 0.056 -0.006 -0.002 0.818 -0.036 0.018 -0.008
PlateletUnitNumber 0.032 -0.022 -0.003 -0.015 0.027 -0.007 0.749 -0.127 -0.015 0.030
NumberOfReintubations -0.007 0.009 0.004 -0.047 0.085 -0.038 0.365 0.027 -0.053 -0.124
AorticClampingTime 0.923 -0.005 0.037 0.068 -0.005 -0.001 -0.015 0.045 -0.034 -0.000
BypassOperationTime 0.932 -0.015 -0.004 0.042 0.011 0.020 0.084 -0.056 0.029 -0.003
MinimumTemperature -0.180 -0.004 0.187 0.048 0.018 0.019 -0.001 -0.046 -0.664 0.059
LeukocytesPreoperatively -0.006 0.034 0.006 0.011 0.880 -0.004 0.003 -0.016 0.002 -0.000
LeukocytesFirstPostoperativeDa 0.005 0.064 -0.006 -0.012 0.893 -0.008 -0.017 -0.006 -0.006 -0.001
LeukocytesSecondPostoperativeD 0.028 0.168 -0.009 -0.031 0.819 0.010 0.045 -0.032 0.000 0.013
HbPreoperativelyGDl 0.037 -0.063 0.168 0.063 -0.014 0.689 -0.016 0.101 -0.011 0.024
HbFirstPostoperativeDayGDl -0.012 -0.011 0.010 -0.032 0.005 0.732 -0.015 -0.015 0.003 -0.020
HbSecondPostoperativeDayGDl -0.002 0.015 0.002 -0.034 -0.000 0.864 0.006 0.002 -0.004 0.000
PlateletsPreoperatively 0.042 0.890 -0.056 0.022 0.054 -0.030 0.005 -0.016 0.008 0.012
PlateletsFirstPostoperativeDay -0.010 0.868 0.085 -0.018 0.086 0.009 -0.029 -0.018 -0.008 -0.014
PlateletsSecondPostoperativeDa -0.060 0.911 0.040 -0.045 0.087 -0.001 -0.037 0.035 -0.007 0.002
INRFirstPostoperativeDay -0.045 -0.010 0.064 -0.006 0.006 0.001 0.005 -0.015 0.819 0.049
INRSecondPostoperativeDay 0.005 0.003 0.048 -0.026 0.006 0.001 -0.007 -0.104 0.046 0.814

Spremenljivke po komponentah (|loading| >= 0.3)

PC1: DurationOfTheOperation, NumberOfGrafts, AorticClampingTime, BypassOperationTime
PC2: PlateletsPreoperatively, PlateletsFirstPostoperativeDay, PlateletsSecondPostoperativeDa
PC3: Age, BMI, CockcraftGaultIndexPreop, EUROscore
PC4: TotalDrainage, Drainage24h, Drainage24hMlKg
PC5: LeukocytesPreoperatively, LeukocytesFirstPostoperativeDa, LeukocytesSecondPostoperativeD
PC6: HbPreoperativelyGDl, HbFirstPostoperativeDayGDl, HbSecondPostoperativeDayGDl
PC7: TotalDrainage, NumberOfPlasmaUnits, PlateletUnitNumber, NumberOfReintubations
PC8: EjectionFractionEF, EUROscore
PC9: MinimumTemperature, INRFirstPostoperativeDay
PC10: PericardialEffusion, INRSecondPostoperativeDay

2 Faktorska analiza mešanih podatkov - FAMD

FAMD omogoča skupno analizo numeričnih in kategorijskih spremenljivk. Numerične standardiziramo, kategorijske pa kodiramo z “one-hot” kodiranjem in jih prav tako standardiziramo - naredimo numerične, nato izvedemo PCA na združenih podatkih.

To ni čisto prava FAMD analiza. To dobimo v knjižnici prince. Vendar so rezultati interpretabilni.

Component Eigenvalue Explained variance Cumulative
F1 7.498 0.069 0.069
F2 4.287 0.040 0.109
F3 3.483 0.032 0.141
F4 3.216 0.030 0.171
F5 3.002 0.028 0.199
F6 2.718 0.025 0.224
F7 2.462 0.023 0.247
F8 2.265 0.021 0.268
F9 2.151 0.020 0.288
F10 2.062 0.019 0.307
F11 2.019 0.019 0.326
F12 1.871 0.017 0.343
F13 1.826 0.017 0.360
F14 1.740 0.016 0.376
F15 1.693 0.016 0.392
F16 1.617 0.015 0.406
F17 1.534 0.014 0.421
F18 1.460 0.014 0.434
F19 1.447 0.013 0.448
F20 1.347 0.012 0.460
F21 1.340 0.012 0.472
F22 1.290 0.012 0.484
F23 1.253 0.012 0.496
F24 1.233 0.011 0.507
F25 1.216 0.011 0.519
F26 1.194 0.011 0.530
F27 1.177 0.011 0.541
F28 1.167 0.011 0.551
F29 1.129 0.010 0.562
F30 1.119 0.010 0.572
F31 1.104 0.010 0.582
F32 1.081 0.010 0.592
F33 1.062 0.010 0.602
F34 1.042 0.010 0.612
F35 1.034 0.010 0.622
F36 1.022 0.009 0.631
F37 1.004 0.009 0.640
F38 0.983 0.009 0.649
F39 0.978 0.009 0.658
F40 0.964 0.009 0.667
F41 0.956 0.009 0.676
F42 0.946 0.009 0.685
F43 0.928 0.009 0.694
F44 0.907 0.008 0.702
F45 0.905 0.008 0.710
F46 0.895 0.008 0.719
F47 0.892 0.008 0.727
F48 0.883 0.008 0.735
F49 0.868 0.008 0.743
F50 0.864 0.008 0.751
F51 0.846 0.008 0.759
F52 0.830 0.008 0.767
F53 0.817 0.008 0.774
F54 0.805 0.007 0.782
F55 0.799 0.007 0.789
F56 0.791 0.007 0.796
F57 0.780 0.007 0.804
F58 0.766 0.007 0.811
F59 0.756 0.007 0.818
F60 0.747 0.007 0.825
F61 0.730 0.007 0.831
F62 0.725 0.007 0.838
F63 0.711 0.007 0.845
F64 0.706 0.007 0.851
F65 0.691 0.006 0.858
F66 0.677 0.006 0.864
F67 0.663 0.006 0.870
F68 0.653 0.006 0.876
F69 0.641 0.006 0.882
F70 0.613 0.006 0.888
F71 0.593 0.005 0.893
F72 0.588 0.005 0.899
F73 0.539 0.005 0.904
F74 0.530 0.005 0.908
F75 0.511 0.005 0.913
F76 0.495 0.005 0.918
F77 0.488 0.005 0.922
F78 0.481 0.004 0.927
F79 0.473 0.004 0.931
F80 0.459 0.004 0.935
F81 0.448 0.004 0.940
F82 0.436 0.004 0.944
F83 0.424 0.004 0.947
F84 0.416 0.004 0.951
F85 0.401 0.004 0.955
F86 0.391 0.004 0.959
F87 0.375 0.003 0.962
F88 0.362 0.003 0.965
F89 0.336 0.003 0.969
F90 0.288 0.003 0.971
F91 0.284 0.003 0.974
F92 0.266 0.002 0.976
F93 0.260 0.002 0.979
F94 0.243 0.002 0.981
F95 0.228 0.002 0.983
F96 0.212 0.002 0.985
F97 0.202 0.002 0.987
F98 0.197 0.002 0.989
F99 0.189 0.002 0.991
F100 0.179 0.002 0.992
F101 0.160 0.001 0.994
F102 0.149 0.001 0.995
F103 0.141 0.001 0.996
F104 0.108 0.001 0.997
F105 0.100 0.001 0.998
F106 0.073 0.001 0.999
F107 0.068 0.001 1.000
F108 0.043 0.000 1.000

2.1 Izbor števila komponent (FAMD)

Prikažemo izbor po Kaiserjevem kriteriju (lastna vrednost > 1).

Izbrano število komponent (FAMD): 37

2.2 Loadingi in varimax rotacija (FAMD)

Loadingi (brez rotacije)

F1 F2 F3 F4 F5 F6 F7 F8 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20 F21 F22 F23 F24 F25 F26 F27 F28 F29 F30 F31 F32 F33 F34 F35 F36 F37
Age 0.317 -0.357 0.245 0.233 -0.145 -0.068 -0.055 0.453 -0.079 0.074 0.185 -0.056 -0.058 0.097 -0.040 -0.063 -0.021 0.027 0.090 0.065 -0.041 -0.005 0.037 -0.011 0.007 0.063 -0.040 -0.036 -0.039 0.044 -0.023 -0.036 0.037 0.004 -0.004 -0.027 0.036
BMI -0.070 0.035 -0.074 -0.007 0.217 0.370 0.123 -0.156 0.145 -0.212 0.016 -0.179 -0.079 0.021 -0.040 0.140 0.230 -0.101 0.147 -0.297 0.034 0.023 -0.016 -0.180 -0.065 -0.099 0.057 -0.040 -0.093 0.050 -0.098 -0.005 0.057 -0.092 0.065 0.104 -0.053
EjectionFractionEF -0.398 -0.109 -0.036 0.639 0.158 -0.129 -0.294 -0.001 0.250 0.021 0.071 0.113 -0.107 -0.084 0.009 0.041 0.101 0.151 0.037 -0.047 -0.070 -0.020 -0.020 -0.045 0.038 -0.008 -0.008 0.006 -0.000 0.008 0.023 0.035 -0.010 0.026 0.015 0.006 0.006
CockcraftGaultIndexPreop -0.520 0.397 -0.335 -0.221 0.089 0.247 0.110 -0.162 0.132 -0.057 -0.061 -0.048 -0.034 -0.072 0.052 0.128 0.155 -0.043 0.056 -0.155 0.013 0.055 -0.063 -0.131 0.020 -0.085 0.044 -0.021 -0.098 0.081 -0.054 -0.050 -0.004 0.026 -0.032 -0.003 -0.037
EUROscore 0.657 -0.148 0.099 -0.328 -0.142 -0.053 -0.103 0.083 0.086 0.102 0.118 0.085 -0.265 -0.009 0.079 -0.056 0.064 0.095 0.103 -0.016 -0.011 -0.070 -0.032 -0.009 0.114 -0.024 -0.075 -0.098 -0.079 0.046 0.025 -0.108 -0.013 -0.056 0.031 0.006 0.015
DurationOfTheOperation 0.126 0.617 0.429 0.013 0.196 0.117 -0.122 -0.016 0.028 0.075 0.084 -0.056 -0.035 0.025 0.047 0.011 0.024 -0.042 0.001 -0.005 -0.033 -0.006 -0.029 0.022 -0.029 0.021 0.041 -0.037 -0.005 0.016 -0.011 0.006 0.019 -0.036 -0.015 0.018 0.030
PericardialEffusion 0.057 0.012 0.002 -0.035 0.006 0.003 -0.062 0.048 0.024 -0.063 -0.059 -0.020 -0.031 -0.004 -0.025 -0.036 0.025 0.036 -0.089 -0.152 0.347 -0.203 0.336 -0.033 -0.037 0.012 0.295 0.000 -0.109 -0.172 -0.106 -0.129 -0.060 -0.043 -0.076 0.008 0.142
NumberOfGrafts 0.029 0.473 0.377 0.001 0.254 0.104 -0.216 0.138 -0.091 -0.011 -0.113 0.063 0.056 -0.060 0.014 0.009 -0.122 0.002 0.007 0.020 0.011 -0.091 0.034 -0.107 0.106 -0.000 -0.104 0.038 -0.101 -0.083 0.036 0.064 -0.024 0.042 0.006 0.010 -0.044
TotalDrainage 0.069 0.404 0.047 0.046 -0.299 -0.320 0.300 0.010 0.094 0.051 -0.005 0.090 0.060 -0.016 -0.087 0.093 -0.028 -0.062 0.008 -0.018 0.009 -0.094 -0.010 -0.077 0.098 -0.040 0.110 0.106 0.022 0.059 0.041 0.015 -0.136 0.082 0.010 0.119 0.053
Drainage24h -0.160 0.350 0.171 0.083 -0.235 -0.348 0.649 0.014 -0.019 0.092 0.030 -0.058 -0.064 0.023 0.032 0.077 0.030 0.157 0.066 -0.041 -0.055 -0.131 0.023 -0.102 0.010 0.036 0.062 0.033 -0.006 0.031 0.013 -0.016 -0.112 -0.009 -0.027 -0.010 0.061
Drainage24hMlKg -0.135 0.333 0.183 0.104 -0.249 -0.393 0.622 0.038 -0.026 0.112 0.023 -0.047 -0.061 0.021 0.033 0.055 0.001 0.165 0.041 -0.026 -0.056 -0.133 0.019 -0.079 0.016 0.047 0.077 0.029 -0.004 0.039 0.036 -0.019 -0.129 -0.005 -0.020 -0.015 0.067
NumberOfPlasmaUnits 0.335 0.300 -0.079 0.095 -0.286 -0.179 -0.100 -0.028 0.274 -0.161 -0.062 0.067 0.116 0.121 -0.041 0.083 0.001 -0.140 -0.007 0.014 -0.012 0.061 -0.003 0.037 -0.087 0.039 -0.050 0.043 0.008 -0.034 0.012 -0.078 0.019 0.011 0.016 -0.038 0.115
PlateletUnitNumber 0.269 0.221 -0.086 -0.029 -0.209 -0.157 -0.100 0.013 0.226 -0.217 -0.009 0.059 0.021 0.068 -0.009 0.053 0.105 -0.097 0.059 0.019 -0.102 0.148 -0.064 0.042 -0.098 0.032 0.001 0.051 0.040 -0.124 0.147 -0.063 0.087 -0.052 0.059 -0.062 0.175
NumberOfReintubations 0.294 0.197 -0.370 0.252 -0.028 0.147 0.052 0.019 -0.052 0.116 -0.087 -0.125 0.126 0.075 0.184 -0.106 -0.097 0.227 0.028 0.158 0.108 -0.162 -0.055 0.051 0.045 -0.126 -0.057 -0.154 0.191 -0.017 -0.148 -0.014 0.008 0.010 0.188 0.117 0.083
AorticClampingTime 0.035 0.654 0.506 0.055 0.277 0.135 -0.142 0.097 -0.067 0.052 -0.035 0.039 0.010 0.006 0.032 0.024 -0.007 -0.018 -0.036 0.026 -0.034 -0.045 -0.026 -0.004 -0.033 0.010 -0.060 -0.053 -0.013 -0.063 -0.019 0.003 -0.035 0.010 -0.013 0.012 -0.011
BypassOperationTime 0.165 0.683 0.507 0.017 0.240 0.134 -0.189 0.095 -0.006 0.024 0.007 0.006 -0.033 0.030 0.059 0.046 -0.014 -0.011 -0.049 0.014 -0.051 -0.058 -0.049 0.004 -0.031 0.030 -0.044 -0.027 -0.013 -0.023 -0.030 -0.007 -0.004 0.020 -0.004 -0.001 0.011
MinimumTemperature -0.086 -0.064 -0.155 -0.027 -0.028 0.027 0.193 -0.120 0.018 -0.065 0.023 -0.051 -0.045 -0.038 -0.086 0.060 0.074 -0.031 0.045 0.049 -0.099 0.048 0.004 -0.200 -0.148 -0.099 -0.063 -0.368 0.078 -0.346 -0.019 -0.021 0.012 0.161 -0.042 -0.031 -0.009
LeukocytesPreoperatively 0.137 0.054 -0.186 -0.101 0.374 -0.169 0.158 0.078 0.013 -0.276 0.538 0.213 0.192 -0.163 0.134 -0.039 -0.084 -0.014 -0.008 0.038 0.045 -0.067 -0.020 -0.014 -0.003 0.010 -0.003 0.019 0.047 0.004 -0.046 -0.049 -0.007 -0.019 -0.003 -0.042 -0.004
LeukocytesFirstPostoperativeDa 0.165 0.048 -0.194 -0.044 0.420 -0.167 0.160 0.059 -0.012 -0.256 0.541 0.195 0.187 -0.175 0.118 -0.019 -0.092 -0.034 0.000 0.072 0.060 -0.038 -0.016 -0.018 -0.017 0.026 0.009 -0.028 -0.022 0.025 -0.038 -0.038 -0.001 -0.017 -0.024 -0.019 -0.024
LeukocytesSecondPostoperativeD 0.210 0.079 -0.228 -0.023 0.448 -0.165 0.151 0.076 -0.011 -0.203 0.464 0.178 0.181 -0.073 0.077 -0.032 -0.074 -0.063 -0.008 0.014 0.034 -0.010 -0.004 0.015 0.046 -0.005 0.019 -0.023 -0.054 -0.004 -0.029 -0.015 -0.013 -0.010 0.012 -0.014 -0.012
HbPreoperativelyGDl -0.253 0.165 -0.088 -0.023 -0.059 0.198 0.020 -0.106 -0.096 -0.112 0.194 0.190 -0.230 0.406 -0.161 0.135 -0.187 0.099 -0.044 0.064 0.042 -0.044 0.035 0.077 0.016 -0.008 -0.067 0.049 0.064 -0.009 0.105 0.016 -0.079 -0.001 0.053 -0.002 -0.019
HbFirstPostoperativeDayGDl -0.072 0.023 -0.061 0.007 0.008 0.127 -0.034 -0.100 -0.008 -0.107 0.133 0.236 -0.242 0.395 -0.219 0.139 -0.250 0.234 -0.007 -0.012 0.052 0.047 -0.083 -0.040 -0.040 0.053 0.157 -0.033 -0.039 -0.007 -0.088 -0.011 0.085 0.035 -0.043 -0.019 0.013
HbSecondPostoperativeDayGDl -0.075 0.044 -0.064 -0.010 0.016 0.130 -0.048 -0.135 -0.028 -0.105 0.169 0.252 -0.295 0.473 -0.281 0.159 -0.273 0.258 0.014 0.058 0.082 0.036 -0.074 0.010 -0.045 0.013 0.107 -0.005 0.030 -0.014 -0.062 0.063 0.039 -0.015 -0.008 -0.012 0.032
PlateletsPreoperatively 0.095 0.009 -0.176 -0.139 0.569 -0.373 0.075 0.135 0.104 0.236 -0.205 -0.134 -0.097 0.220 -0.143 0.051 -0.011 -0.126 -0.067 0.042 -0.019 -0.051 0.013 0.090 -0.023 -0.013 -0.076 0.036 0.036 0.052 0.071 -0.032 -0.007 0.054 0.065 0.010 0.012
PlateletsFirstPostoperativeDay 0.011 -0.005 -0.244 -0.159 0.595 -0.322 0.066 0.073 0.104 0.166 -0.145 -0.138 -0.167 0.182 -0.120 0.133 0.058 -0.105 -0.002 0.057 -0.029 -0.030 0.081 0.064 0.002 -0.040 -0.077 0.041 0.003 -0.010 0.030 0.029 -0.037 0.037 0.008 0.083 0.014
PlateletsSecondPostoperativeDa 0.001 -0.072 -0.278 -0.127 0.633 -0.338 0.074 0.089 0.104 0.200 -0.176 -0.145 -0.124 0.201 -0.122 0.117 0.038 -0.069 -0.004 0.065 -0.048 -0.002 0.050 0.060 0.031 -0.023 -0.079 0.040 -0.032 -0.013 0.031 0.015 -0.009 0.000 0.017 0.055 0.021
INRFirstPostoperativeDay 0.005 0.009 -0.009 0.005 -0.006 0.010 -0.072 0.024 -0.004 0.015 0.009 0.015 -0.002 0.023 0.070 0.002 0.012 0.021 0.035 -0.082 -0.011 -0.093 0.003 0.149 0.134 0.144 0.068 0.427 -0.155 0.420 -0.166 0.108 0.035 -0.278 0.119 0.061 0.022
INRSecondPostoperativeDay 0.009 0.017 -0.011 -0.016 0.017 0.023 0.007 -0.060 -0.008 0.033 0.029 0.062 0.010 -0.046 -0.127 -0.043 0.071 -0.074 0.064 -0.064 -0.034 0.012 0.031 0.084 -0.008 0.061 -0.065 -0.044 -0.073 -0.002 -0.265 0.051 -0.082 0.251 0.585 -0.341 0.023
HospitalizationBeforeSurgeryMo_1.0 0.029 0.004 0.122 -0.060 0.072 -0.095 0.112 -0.024 -0.035 0.089 -0.049 -0.075 0.180 0.026 0.024 0.099 -0.002 0.310 0.054 -0.102 0.237 0.290 0.022 -0.027 -0.040 0.156 -0.068 0.075 -0.067 0.042 -0.096 0.002 -0.149 -0.057 0.054 -0.088 0.027
Gender_1.0 0.166 -0.134 0.056 0.122 0.082 -0.226 -0.058 0.145 0.170 0.032 -0.085 -0.061 -0.070 0.022 -0.143 -0.252 -0.085 0.086 -0.160 -0.226 0.077 -0.047 -0.136 0.173 -0.098 0.013 0.119 -0.203 -0.018 0.098 -0.048 -0.137 0.047 0.008 0.059 -0.073 -0.120
CardiogenicSchockYN_1.0 0.411 0.018 0.015 -0.322 0.026 0.029 -0.011 0.014 -0.025 -0.086 -0.034 -0.017 -0.038 -0.045 -0.104 -0.002 0.102 0.090 0.059 0.021 0.075 -0.002 -0.203 -0.023 -0.085 -0.013 0.066 0.042 0.015 -0.000 0.175 0.112 -0.048 0.006 0.193 -0.002 -0.126
FormerSmoker_1.0 0.020 -0.083 0.068 0.058 0.038 0.136 -0.044 0.062 0.008 -0.050 0.073 -0.174 0.072 0.124 -0.023 0.165 0.095 -0.165 0.476 0.399 0.101 -0.057 -0.017 -0.143 -0.115 -0.136 0.156 0.004 -0.110 0.156 -0.062 0.037 -0.082 0.071 -0.052 0.023 0.069
CurrentSmoker_1.0 -0.058 0.176 -0.198 -0.202 0.057 -0.008 0.093 -0.197 -0.042 0.142 -0.123 0.303 0.055 -0.080 0.133 -0.023 -0.013 0.118 -0.382 -0.337 -0.040 0.060 -0.047 0.085 0.097 0.069 -0.113 0.097 0.119 -0.160 0.119 0.053 0.105 0.046 0.049 0.037 0.037
Diabetes_1.0 0.158 -0.151 0.163 0.022 0.163 0.428 0.389 0.108 0.510 -0.129 -0.150 0.062 -0.081 -0.116 -0.085 -0.121 -0.070 0.074 -0.058 0.140 -0.034 0.065 0.051 0.032 0.091 0.025 0.005 0.027 0.006 0.025 0.002 0.004 0.018 0.021 -0.027 -0.006 0.030
DiabetesPerOsTherapie_1.0 0.055 -0.088 0.122 0.047 0.133 0.350 0.335 0.169 0.440 -0.107 -0.100 0.028 -0.074 -0.078 -0.109 -0.135 -0.045 0.040 -0.025 0.139 -0.050 0.074 0.102 0.000 0.149 -0.015 -0.019 0.020 -0.001 0.030 0.001 -0.104 0.102 0.094 -0.038 0.077 0.137
DiabetesOnInsuline_1.0 0.180 -0.110 0.119 -0.008 0.115 0.278 0.264 -0.027 0.289 -0.076 -0.133 0.056 -0.034 -0.117 -0.009 -0.048 -0.060 0.069 -0.078 0.052 0.005 0.013 -0.033 0.065 -0.048 0.071 0.030 0.022 0.001 0.006 0.009 0.194 -0.111 -0.114 0.022 -0.127 -0.159
Hypertension_1.0 0.063 -0.113 0.092 0.023 0.073 0.169 0.048 0.060 0.073 0.101 0.038 0.086 0.245 0.128 -0.112 0.098 0.097 -0.024 0.288 -0.238 0.031 -0.223 -0.030 0.189 0.032 0.102 0.040 0.045 0.132 -0.089 0.156 -0.231 0.119 0.054 -0.062 -0.013 -0.039
Hyperlipidemia_1.0 -0.003 -0.088 0.048 0.042 0.063 0.165 0.045 0.009 0.091 0.078 0.003 0.089 0.232 0.110 -0.085 0.030 0.058 -0.044 0.258 -0.209 0.037 -0.204 -0.025 0.206 0.051 0.062 0.129 0.024 -0.025 -0.156 0.134 -0.209 -0.011 0.064 -0.011 0.041 -0.032
PerifernoArterijskoObolenje_1.0 0.176 -0.135 0.040 -0.080 0.050 0.080 0.079 -0.008 0.125 0.323 -0.062 0.486 -0.096 0.187 0.410 -0.003 0.114 -0.178 0.005 -0.026 0.002 0.072 0.072 -0.107 -0.166 -0.097 0.169 -0.008 0.095 0.017 -0.021 0.111 -0.126 -0.008 0.034 -0.041 -0.027
ExtracardiacArteriopathy_1.0 0.214 -0.159 0.072 -0.067 0.015 0.092 0.042 0.049 0.124 0.369 -0.025 0.501 -0.094 0.180 0.397 -0.030 0.124 -0.149 0.035 -0.038 0.036 0.074 0.071 -0.096 -0.121 -0.092 0.123 -0.060 0.049 0.027 -0.028 0.038 -0.114 -0.002 0.031 -0.013 -0.071
PsychoSyndrome_1.0 0.318 0.051 -0.169 0.204 -0.070 0.210 0.058 0.136 -0.155 0.322 0.103 0.112 -0.188 -0.440 -0.277 0.409 -0.047 -0.128 -0.067 0.016 0.158 0.044 0.037 0.026 -0.082 0.044 -0.043 0.006 0.050 0.033 0.019 -0.031 0.011 -0.026 0.048 0.036 0.021
TherapyRelevantPsychoSyndrome_1.0 0.313 0.056 -0.178 0.205 -0.061 0.210 0.069 0.137 -0.166 0.315 0.103 0.106 -0.189 -0.439 -0.275 0.414 -0.041 -0.130 -0.062 0.023 0.147 0.053 0.037 0.032 -0.088 0.044 -0.036 0.009 0.052 0.032 0.003 -0.038 0.012 -0.026 0.049 0.023 0.022
NYHA3rdOr4thCategory_1.0 0.197 -0.043 0.010 -0.133 0.058 0.117 -0.083 0.012 0.034 -0.031 -0.001 -0.060 0.030 -0.026 0.012 0.029 0.061 0.053 0.086 0.044 0.144 -0.171 -0.220 -0.014 -0.198 -0.138 -0.039 0.055 0.106 0.208 0.191 0.210 0.130 0.036 0.015 -0.065 -0.099
UnstableAnginaPectoris_1.0 0.196 0.066 -0.091 -0.249 -0.080 -0.087 -0.186 0.041 0.148 -0.094 -0.008 0.005 -0.213 -0.159 -0.004 0.054 0.058 0.163 0.072 -0.091 -0.075 -0.100 0.121 -0.019 -0.001 -0.042 -0.043 -0.022 0.111 -0.017 -0.192 0.079 -0.036 0.071 -0.124 0.171 -0.023
StrokeBeforeOp_1.0 0.161 -0.081 0.050 -0.032 -0.027 0.059 0.017 0.073 0.016 0.140 0.044 0.136 -0.111 0.031 -0.014 -0.011 0.115 0.122 0.114 -0.014 0.081 -0.077 -0.049 -0.073 0.372 -0.097 -0.305 -0.138 -0.190 -0.083 0.054 -0.210 -0.059 -0.228 0.007 -0.029 -0.022
PreoperativeInfectionYN_1.0 0.182 0.005 -0.004 -0.084 0.074 -0.059 -0.017 0.015 -0.018 -0.022 0.001 -0.025 0.016 -0.108 -0.038 0.042 0.107 0.225 0.071 0.095 0.075 0.043 -0.297 -0.173 0.046 0.108 0.199 0.175 -0.082 -0.256 0.257 0.070 -0.021 -0.094 0.168 0.008 -0.055
KongestiveHeartFailure_1.0 0.376 0.051 0.031 -0.632 -0.126 0.153 0.248 0.007 -0.245 0.008 -0.092 -0.091 0.135 0.102 -0.021 -0.035 -0.146 -0.169 -0.041 0.067 0.077 0.020 0.027 0.079 -0.007 -0.008 -0.005 -0.022 -0.020 -0.023 -0.045 -0.023 0.027 -0.053 -0.048 -0.005 -0.045
EF50_1.0 0.393 0.048 0.026 -0.631 -0.130 0.156 0.228 0.020 -0.245 -0.017 -0.096 -0.091 0.137 0.112 -0.021 -0.036 -0.145 -0.172 -0.061 0.064 0.084 0.023 0.027 0.070 -0.030 -0.018 -0.006 -0.005 -0.010 -0.000 -0.039 -0.032 0.032 -0.035 -0.024 -0.004 -0.031
AtrialFibrillationYN_1.0 0.154 -0.046 0.070 0.038 -0.053 0.109 0.072 0.099 -0.136 -0.001 0.193 -0.012 0.082 0.194 -0.171 0.011 0.614 0.068 -0.320 0.145 0.048 0.048 -0.017 0.060 0.073 -0.038 0.020 -0.022 -0.028 0.022 -0.111 0.003 0.048 0.039 0.037 0.017 -0.026
PCI_1.0 0.021 -0.040 -0.039 -0.081 -0.082 0.071 0.031 -0.050 0.100 0.032 0.086 0.011 0.155 -0.027 -0.085 0.152 0.111 0.036 0.174 -0.089 -0.107 -0.012 0.062 0.315 0.041 0.005 -0.037 0.001 0.138 -0.153 -0.158 0.320 -0.259 0.030 -0.162 -0.176 0.074
PreviousOperationCABG_1.0 0.069 -0.056 0.075 -0.119 -0.120 0.091 -0.122 -0.278 0.405 0.397 0.475 -0.412 0.090 0.071 0.074 0.060 -0.145 -0.014 -0.153 -0.006 -0.008 0.032 0.032 -0.036 0.048 0.002 0.013 0.027 -0.036 -0.039 0.075 0.022 -0.020 0.036 0.027 0.008 -0.009
PreviousCardiacOperation_1.0 0.073 -0.052 0.081 -0.119 -0.122 0.085 -0.120 -0.273 0.411 0.401 0.474 -0.409 0.095 0.079 0.074 0.062 -0.139 -0.013 -0.159 -0.008 -0.010 0.033 0.026 -0.047 0.043 0.000 0.009 0.033 -0.037 -0.038 0.068 0.020 -0.009 0.034 0.030 0.008 -0.013
LiverDiseaseYN_1.0 0.038 -0.003 -0.010 0.018 -0.040 0.023 0.017 -0.022 0.048 -0.055 0.004 0.028 0.031 -0.063 0.085 0.032 -0.012 0.144 0.017 0.006 0.006 -0.005 -0.100 0.104 -0.131 0.101 0.040 0.017 -0.125 -0.112 -0.075 -0.037 -0.108 0.310 0.089 0.551 -0.303
ChronicLungDiseaseYN_1.0 0.126 -0.025 -0.055 -0.027 0.016 0.069 0.075 -0.004 0.017 0.075 0.026 0.129 0.087 0.047 0.155 0.044 0.084 0.011 -0.053 -0.069 0.062 -0.027 -0.097 -0.021 0.065 -0.045 -0.040 0.042 -0.048 -0.006 -0.002 0.231 0.448 0.052 -0.029 0.187 0.447
VentilationBeforeOperation_1.0 0.187 0.079 -0.058 -0.176 -0.061 -0.066 -0.093 0.031 0.074 -0.164 0.020 -0.033 -0.231 -0.101 -0.025 -0.064 0.151 0.086 0.062 -0.004 -0.040 0.011 -0.059 -0.007 -0.025 -0.016 0.102 0.091 0.009 -0.114 0.329 0.011 -0.068 -0.028 0.234 -0.033 0.038
CC50_1.0 0.515 -0.285 0.273 0.179 0.064 -0.182 0.002 -0.284 -0.080 -0.039 -0.067 0.056 0.023 -0.016 -0.042 -0.006 -0.114 0.075 -0.029 -0.069 0.057 -0.037 -0.156 -0.016 0.057 -0.140 -0.150 -0.012 0.006 0.153 -0.017 -0.096 -0.060 0.110 -0.028 -0.068 0.064
CC5085_1.0 0.025 -0.122 0.059 0.052 -0.158 -0.073 -0.117 0.534 -0.044 0.111 0.150 -0.012 0.020 0.098 -0.031 -0.170 -0.029 -0.026 -0.026 0.197 -0.065 -0.008 0.250 0.138 -0.123 0.232 0.106 0.049 0.106 -0.273 0.068 0.181 0.050 -0.162 0.069 0.101 -0.049
ChronicDialysis_1.0 0.333 -0.194 0.244 0.113 0.103 -0.080 0.048 -0.496 -0.095 -0.094 -0.150 0.052 -0.004 -0.064 0.161 0.272 0.005 0.011 -0.026 0.249 -0.079 -0.087 0.134 0.187 0.113 0.105 0.103 -0.090 -0.032 -0.016 0.050 -0.031 0.106 -0.017 0.047 -0.007 -0.023
RenalReplacementTherapy_1.0 0.359 -0.223 0.226 0.116 0.099 -0.062 0.030 -0.468 -0.098 -0.078 -0.119 0.047 -0.010 -0.063 0.159 0.268 -0.001 0.004 -0.035 0.246 -0.076 -0.093 0.118 0.164 0.113 0.101 0.097 -0.073 -0.030 -0.042 0.048 -0.040 0.086 -0.020 0.060 0.045 -0.022
ACEInhibitors_1.0 0.074 -0.084 -0.029 -0.136 0.062 0.129 -0.107 0.034 0.048 0.157 -0.068 0.187 0.444 0.020 -0.266 0.063 0.005 0.167 -0.006 0.003 -0.330 -0.148 0.116 -0.223 -0.131 -0.045 0.025 -0.068 0.059 0.130 0.077 -0.090 -0.009 -0.086 0.043 0.005 0.093
ATIIAntagonists_1.0 -0.043 -0.005 0.129 0.191 -0.015 0.035 0.183 0.040 0.010 -0.079 0.064 -0.151 -0.248 0.081 0.217 0.001 0.042 -0.223 0.167 -0.170 0.372 0.077 -0.169 0.340 0.095 0.060 -0.044 0.037 -0.054 -0.161 -0.048 0.076 0.026 0.053 -0.093 0.032 -0.061
Betablocker_1.0 0.106 -0.090 0.036 -0.050 0.056 0.179 -0.018 -0.009 0.020 0.064 -0.027 0.083 0.410 0.068 -0.226 0.095 0.088 0.103 0.077 -0.172 -0.129 -0.123 -0.036 0.148 -0.038 0.014 0.050 -0.058 -0.036 0.043 0.012 -0.010 -0.051 -0.049 -0.007 0.073 -0.042
CaAntagonists_1.0 0.058 -0.088 0.124 0.179 0.095 0.078 0.188 0.045 0.087 0.053 -0.000 -0.045 -0.062 0.062 0.048 -0.005 0.078 -0.065 0.203 -0.048 0.124 -0.078 -0.082 0.011 -0.049 0.048 -0.136 -0.042 0.017 -0.096 0.052 0.066 0.093 -0.008 0.061 -0.157 0.198
EUROscore10_1.0 0.558 -0.142 0.094 -0.301 -0.134 -0.034 -0.090 0.049 0.069 0.122 0.127 0.102 -0.226 -0.022 0.072 -0.032 0.057 0.121 0.113 -0.009 0.015 -0.077 -0.022 -0.026 0.162 -0.051 -0.119 -0.134 -0.121 0.057 -0.005 -0.111 -0.033 -0.068 -0.001 0.026 0.006
IABPPreoperatively_1.0 0.263 0.109 0.007 -0.326 -0.137 0.052 0.074 0.041 -0.123 -0.139 0.005 -0.085 -0.075 -0.009 -0.039 -0.084 -0.018 -0.076 -0.035 -0.007 0.034 -0.013 -0.018 -0.028 -0.071 0.023 0.019 0.024 0.043 0.097 0.080 -0.140 0.039 0.097 0.050 0.077 0.156
LMMainStenosisOfLeftMainCorona_1.0 0.067 0.038 0.031 -0.042 -0.022 -0.074 -0.065 0.048 -0.005 -0.027 0.069 0.074 0.015 -0.006 0.096 -0.026 0.107 0.180 0.261 -0.024 -0.010 0.351 0.299 0.158 0.001 -0.031 -0.083 0.106 0.140 0.171 0.145 -0.109 0.096 0.231 0.008 0.138 -0.015
Urgent_1.0 0.031 0.154 0.186 -0.023 0.098 -0.072 0.043 0.074 -0.113 -0.013 -0.003 -0.052 0.119 -0.011 0.035 0.056 -0.035 0.266 0.192 -0.089 0.145 0.430 0.330 0.009 -0.008 -0.086 -0.027 -0.069 0.014 0.117 0.130 -0.016 0.078 0.110 0.065 0.014 -0.048
Emergency_1.0 0.245 0.088 -0.149 -0.232 -0.129 -0.114 -0.163 0.033 0.146 -0.200 0.069 0.004 -0.378 -0.151 0.035 0.010 0.065 0.028 0.020 -0.020 -0.202 -0.303 0.079 0.059 0.007 -0.037 -0.061 0.064 0.105 0.023 -0.116 0.007 -0.015 0.083 -0.111 0.018 -0.029
PericardDrainage_1.0 0.088 0.236 0.145 -0.033 -0.042 -0.044 0.156 -0.053 0.104 0.022 0.149 -0.172 -0.092 0.028 0.091 0.138 0.074 0.152 -0.015 -0.039 -0.018 0.029 0.068 0.104 -0.254 -0.066 -0.067 -0.036 0.177 0.134 -0.009 -0.067 0.132 -0.037 0.028 -0.107 -0.099
RethoracotomyYN_1.0 0.293 0.258 -0.190 0.152 -0.222 -0.143 -0.039 -0.030 0.241 -0.123 -0.099 0.114 0.202 0.158 -0.062 0.095 0.032 -0.149 -0.012 0.076 0.135 0.005 0.051 -0.089 0.102 0.043 -0.142 -0.075 -0.081 0.034 0.050 0.123 -0.026 -0.090 0.062 0.091 -0.156
LowOutputYN_1.0 0.395 0.180 -0.138 -0.154 -0.118 0.003 -0.080 -0.011 0.093 -0.202 0.058 -0.029 -0.128 0.045 -0.011 -0.102 0.124 -0.090 0.002 -0.026 -0.053 -0.019 0.029 0.035 -0.049 0.197 -0.030 -0.094 0.036 0.074 0.034 -0.059 -0.044 0.163 0.125 -0.067 0.051
InfarctionPerioperativelyYN_1.0 0.116 0.025 -0.056 0.008 -0.028 -0.030 -0.068 -0.067 0.118 -0.052 -0.012 0.021 0.012 0.047 -0.032 -0.006 0.034 -0.052 -0.047 -0.068 0.158 -0.064 0.051 -0.066 -0.192 0.481 -0.104 -0.186 -0.026 0.151 0.005 0.007 0.106 0.086 -0.162 -0.083 0.138
CoagulationDisorder_1.0 0.210 0.220 -0.098 0.068 -0.210 -0.105 -0.081 0.046 0.214 -0.147 -0.022 0.075 0.080 0.080 -0.052 0.136 -0.026 -0.120 -0.016 0.035 0.010 0.143 0.038 0.071 0.053 -0.165 -0.078 0.139 -0.014 -0.110 -0.030 -0.067 0.112 -0.043 -0.017 -0.030 -0.002
Rebleeding_1.0 0.211 0.242 -0.110 0.135 -0.279 -0.204 -0.050 0.018 0.289 -0.124 -0.101 0.148 0.214 0.087 -0.080 0.167 -0.019 -0.161 0.017 0.083 0.091 0.070 -0.020 -0.008 0.124 -0.193 -0.101 0.057 -0.003 -0.060 -0.051 0.023 0.021 -0.107 0.064 0.031 -0.108
NewOperationOnPump_1.0 0.111 0.088 -0.142 0.096 -0.056 -0.070 -0.007 -0.075 0.128 -0.028 -0.068 0.066 0.056 0.075 -0.046 -0.066 0.037 -0.054 -0.014 -0.063 0.205 -0.091 0.153 -0.141 -0.066 0.378 -0.178 -0.280 -0.171 0.173 0.167 0.172 -0.064 -0.060 -0.065 0.098 -0.172
AtrialFibrillationPostopNewOns_1.0 0.020 0.052 0.010 0.078 -0.074 -0.064 0.244 0.067 -0.090 0.070 0.057 -0.015 -0.057 -0.000 -0.039 -0.031 -0.227 -0.079 0.218 -0.177 -0.310 0.005 0.104 -0.005 0.099 0.000 0.111 -0.186 -0.267 -0.090 0.006 0.137 0.134 0.005 0.157 -0.043 0.011
Cardioversion_1.0 0.134 0.059 -0.077 0.020 -0.067 0.076 0.051 0.072 -0.076 0.026 0.047 0.004 -0.034 0.013 -0.057 -0.057 -0.088 -0.086 0.071 -0.132 -0.243 -0.016 0.067 -0.037 0.147 0.019 0.104 0.002 -0.216 0.099 -0.093 0.248 0.268 0.195 0.160 0.044 -0.079
StrokeJN_1.0 0.072 0.025 -0.083 0.071 0.007 0.038 0.036 0.017 -0.059 0.069 -0.004 -0.002 -0.044 0.078 0.029 0.001 -0.018 -0.042 0.039 0.032 -0.152 0.083 0.068 -0.078 -0.062 0.003 -0.094 0.232 -0.126 -0.158 -0.193 -0.272 0.212 -0.024 -0.097 -0.185 -0.352
SumOtherInfectYN_1.0 0.391 0.140 -0.251 0.124 0.088 0.147 -0.005 0.041 -0.121 0.078 0.028 -0.007 -0.054 -0.020 -0.007 -0.006 -0.005 -0.021 -0.020 -0.082 -0.106 0.072 -0.025 -0.005 0.068 0.022 0.096 0.030 -0.058 -0.050 0.143 -0.054 -0.032 -0.003 -0.118 -0.029 0.065
AcuteKidneyFailure_1.0 0.469 0.058 -0.146 0.183 0.044 0.084 0.064 -0.002 -0.103 -0.014 0.048 -0.086 -0.086 0.081 -0.055 -0.030 0.100 -0.090 -0.046 -0.117 -0.135 0.057 0.112 -0.165 -0.028 0.039 0.058 0.075 -0.079 0.007 0.084 0.029 -0.068 0.062 -0.121 -0.021 -0.023
Transfusion_1.0 0.544 0.096 0.115 0.100 -0.058 -0.230 -0.064 0.116 0.154 0.098 -0.089 -0.007 0.077 -0.066 -0.096 -0.035 -0.109 0.001 -0.042 -0.052 0.041 0.053 -0.142 0.034 -0.077 -0.044 0.179 -0.013 0.014 -0.003 -0.134 -0.029 0.051 0.055 -0.065 -0.055 -0.017
MoreThan2UnitsOfErythrocytes_1.0 0.575 0.155 -0.028 0.088 -0.070 -0.171 -0.078 0.022 0.177 0.004 -0.127 0.036 0.056 -0.028 -0.076 0.015 -0.060 0.008 -0.002 -0.020 0.019 0.075 -0.104 -0.011 -0.017 -0.010 0.149 0.017 0.007 0.002 -0.165 -0.018 0.077 0.036 -0.057 -0.092 -0.045
RespiratoryFailureYN_1.0 0.467 0.231 -0.375 0.225 0.059 0.219 -0.021 0.012 -0.100 0.058 -0.056 -0.087 -0.009 0.025 0.102 -0.077 0.004 0.081 0.028 -0.047 -0.020 0.011 0.001 0.033 -0.002 -0.029 0.037 0.069 -0.003 0.002 0.059 0.015 -0.070 -0.013 -0.058 -0.035 0.012
ProlongedMechanicalVentilation_1.0 0.524 0.259 -0.462 0.247 0.023 0.206 0.001 -0.015 -0.086 0.054 -0.055 -0.130 0.000 0.053 0.138 -0.106 -0.013 0.129 0.067 0.002 -0.045 0.006 0.023 0.019 -0.009 0.037 0.015 0.049 0.019 0.005 0.002 -0.039 -0.048 -0.058 -0.039 -0.056 0.028
Reintubation_1.0 0.382 0.212 -0.433 0.266 -0.015 0.149 0.049 0.018 -0.064 0.132 -0.096 -0.147 0.123 0.091 0.168 -0.129 -0.098 0.210 0.040 0.146 0.100 -0.127 -0.023 0.056 0.035 -0.084 -0.036 -0.143 0.134 -0.019 -0.111 0.012 -0.023 0.032 0.124 0.098 0.057
Tracheotomy_1.0 0.447 0.226 -0.387 0.220 0.055 0.208 0.016 -0.014 -0.085 0.008 -0.026 -0.131 -0.033 0.094 0.106 -0.121 0.022 0.075 0.031 -0.058 -0.087 0.026 0.049 -0.028 -0.014 0.075 0.004 0.115 -0.043 -0.003 0.023 -0.035 -0.042 -0.085 -0.088 -0.124 -0.060
AtrialAppendageClosure_1.0 0.049 0.046 0.094 0.081 -0.048 0.046 0.173 0.118 -0.110 -0.025 0.169 -0.030 0.054 0.190 -0.119 0.034 0.585 0.127 -0.338 0.105 -0.009 -0.002 -0.007 0.049 0.121 0.001 0.046 -0.023 -0.045 0.009 -0.123 0.027 0.041 0.084 -0.049 -0.028 -0.051
AorticCalcificatio_1.0 0.206 -0.170 0.030 -0.061 -0.078 0.039 0.033 0.071 -0.002 0.206 0.019 0.141 0.057 0.079 0.052 0.057 -0.023 0.041 0.060 0.081 -0.081 0.006 -0.111 -0.156 -0.046 0.132 -0.245 0.206 -0.119 -0.042 -0.046 -0.039 0.063 0.210 -0.072 0.053 0.006
TotalRevascularization_1.0 -0.023 0.122 0.095 -0.032 0.089 0.000 -0.139 0.042 -0.056 -0.087 -0.001 -0.019 0.052 -0.014 -0.054 -0.055 -0.012 0.078 0.016 -0.011 0.181 0.010 0.235 -0.068 0.229 -0.144 -0.082 -0.111 0.045 -0.076 0.140 0.238 0.081 0.017 -0.028 -0.189 -0.036
HbPreop12GDl_1.0 0.430 -0.191 0.116 -0.040 0.148 -0.244 -0.014 -0.025 0.097 0.079 -0.151 -0.030 0.085 -0.121 -0.010 0.008 -0.001 0.129 0.036 0.020 0.058 0.131 -0.179 -0.065 -0.058 0.038 0.208 -0.067 -0.011 -0.039 -0.184 0.043 0.144 -0.019 -0.086 -0.046 -0.004
PoorGlycemicControlPrediabetes_1.0 0.047 -0.068 0.107 0.003 0.095 0.322 0.288 0.126 0.327 -0.119 -0.101 0.033 -0.022 -0.107 -0.098 -0.121 -0.114 0.065 -0.089 0.144 -0.024 0.055 0.053 0.011 0.040 0.060 -0.032 0.077 0.068 0.018 0.025 0.025 -0.062 -0.018 -0.012 0.019 -0.042
ITA_1.0 0.078 -0.282 0.024 0.024 0.001 0.067 0.004 0.474 -0.028 -0.297 -0.128 -0.150 0.060 0.115 0.325 0.485 -0.109 0.065 -0.156 -0.159 -0.078 -0.029 -0.044 -0.082 0.046 0.017 -0.015 -0.063 0.016 0.026 0.033 0.005 -0.060 0.044 0.048 -0.041 0.000
BIMA_1.0 -0.126 0.326 -0.018 0.005 0.046 -0.080 0.023 -0.449 -0.048 0.245 0.056 0.211 -0.054 -0.126 -0.321 -0.473 0.119 -0.050 0.198 0.166 0.080 0.038 0.042 0.080 -0.040 -0.004 -0.009 0.063 -0.016 -0.016 -0.047 -0.003 0.036 -0.033 -0.041 0.058 0.023
CPBTime100Min_1.0 0.136 0.562 0.411 0.019 0.191 0.117 -0.144 0.075 -0.002 0.023 0.006 0.016 -0.018 0.010 0.072 0.030 -0.008 -0.009 -0.050 0.019 -0.081 -0.063 -0.046 0.016 -0.058 0.018 -0.013 -0.021 0.005 -0.037 -0.063 -0.024 -0.032 0.056 -0.017 0.004 0.040
SaEtAlCreatinine226MgDdlOrPost_1.0 0.549 -0.025 -0.042 0.166 0.101 0.020 0.023 -0.307 -0.082 -0.135 -0.063 -0.052 -0.052 0.036 0.113 0.072 0.072 -0.024 -0.022 0.100 -0.172 0.015 0.136 0.035 0.017 0.153 0.064 0.000 -0.071 -0.011 0.086 -0.029 -0.024 0.008 -0.007 -0.073 -0.021
RecentMIWithin90Days_1.0 0.307 0.010 -0.063 -0.387 0.022 -0.050 -0.123 -0.027 0.030 0.023 -0.017 -0.005 0.048 -0.090 -0.110 0.158 0.028 0.203 0.183 -0.087 -0.099 0.030 0.054 0.125 0.092 0.026 -0.092 -0.022 0.021 -0.056 -0.171 0.248 -0.123 -0.057 -0.168 -0.019 0.007
BoneWaxFolG_1.0 0.123 -0.004 -0.017 -0.092 0.033 -0.030 -0.194 -0.023 0.108 -0.072 -0.045 -0.036 -0.035 -0.072 -0.025 0.026 0.014 0.039 -0.101 -0.089 0.264 -0.209 0.385 -0.066 0.038 -0.192 0.315 0.070 -0.077 -0.051 -0.015 -0.022 0.051 0.003 0.086 0.008 0.036
BoneWaxOsteneG_1.0 -0.003 0.067 -0.002 0.037 0.027 0.020 -0.091 0.015 -0.042 -0.063 0.104 -0.037 -0.051 0.023 -0.019 -0.017 0.029 -0.174 0.047 -0.020 -0.248 0.331 -0.195 0.159 0.125 0.059 0.187 -0.269 0.081 0.113 0.014 0.011 -0.147 -0.194 -0.065 0.193 0.143
VancomycinG_1.0 -0.048 0.079 0.010 0.034 -0.057 -0.086 0.200 -0.034 -0.011 0.037 0.034 -0.049 -0.062 -0.042 0.051 0.002 0.061 0.099 0.127 0.022 -0.060 -0.214 -0.008 -0.023 -0.203 -0.023 -0.113 0.007 0.062 -0.080 0.020 0.195 0.357 -0.159 -0.061 0.014 -0.177
TiesselFibrinGlueMl_1.0 0.052 0.147 0.061 0.054 0.007 -0.086 0.136 0.016 0.040 0.018 0.075 -0.015 -0.091 -0.001 -0.023 0.026 0.047 0.040 -0.030 -0.098 -0.078 0.078 0.029 0.131 -0.070 -0.187 0.103 -0.238 0.090 0.135 0.091 -0.049 0.194 -0.305 0.002 0.022 -0.162
GFRLaurisProdop60NotNormal_1.0 0.503 -0.292 0.320 0.192 0.071 -0.045 0.066 -0.139 -0.104 -0.126 0.075 -0.038 -0.003 0.075 -0.115 -0.105 -0.028 -0.066 -0.042 -0.169 -0.009 -0.019 0.046 -0.049 -0.094 -0.114 -0.116 0.094 0.116 -0.048 0.016 0.083 -0.072 -0.040 0.057 0.110 0.034
GFRLaurisPostop1stDay60NotNorm_1.0 0.548 -0.244 0.268 0.233 0.074 0.003 0.098 -0.149 -0.112 -0.146 0.069 -0.064 -0.010 0.078 -0.140 -0.100 -0.016 -0.089 -0.020 -0.171 0.000 0.003 0.052 -0.121 -0.090 -0.125 -0.108 0.126 0.100 -0.049 -0.017 0.093 -0.089 -0.017 -0.007 0.107 0.019
GFRLaurisPostop2ndDay60NotNorm_1.0 0.587 -0.210 0.207 0.268 0.082 -0.016 0.086 -0.125 -0.121 -0.114 0.065 -0.047 -0.019 0.084 -0.135 -0.083 -0.018 -0.092 -0.046 -0.183 -0.036 0.022 0.071 -0.128 -0.077 -0.132 -0.087 0.127 0.038 -0.041 0.005 0.096 -0.095 -0.013 -0.032 0.108 0.013
CRPLaurisPreop3NotNormal_1.0 0.271 -0.040 -0.025 -0.182 0.174 -0.144 -0.048 -0.016 -0.024 0.052 -0.054 -0.042 -0.007 -0.038 -0.029 0.027 0.074 0.176 0.089 0.030 0.054 0.207 -0.062 -0.251 0.078 0.159 0.110 0.004 -0.035 -0.167 -0.103 0.049 0.072 -0.027 -0.124 0.024 0.050
CRPLaurisPostop1stDay3NotNorma_1.0 0.051 0.047 0.076 -0.018 0.095 0.026 -0.018 -0.038 -0.037 0.060 0.002 -0.095 -0.060 0.058 -0.075 -0.030 0.008 -0.176 0.095 -0.068 0.039 0.032 -0.024 -0.228 0.345 0.204 0.131 -0.008 0.396 0.018 -0.081 -0.016 0.045 -0.024 0.100 0.072 -0.034
CRPLaurisPostop2ndDay3NotNorma_1.0 0.006 -0.000 0.030 0.006 -0.017 -0.011 -0.003 -0.006 -0.041 0.019 0.026 -0.003 0.016 0.044 -0.028 0.022 -0.000 -0.111 0.092 -0.024 0.036 -0.066 -0.022 -0.232 0.350 0.185 0.094 0.039 0.508 0.090 -0.046 -0.020 0.099 0.101 -0.007 -0.073 -0.238
PneumothoraxJN_1.0 0.030 0.026 -0.071 0.048 -0.057 -0.025 -0.020 0.037 -0.036 0.078 0.004 0.050 0.005 -0.038 -0.003 -0.033 -0.009 0.021 -0.043 0.100 0.019 -0.076 -0.072 0.091 0.116 -0.127 0.177 0.066 -0.057 0.154 0.282 0.108 -0.023 0.332 -0.289 -0.240 -0.057
PleuralEffusion_1.0 0.246 0.067 -0.079 0.089 -0.052 -0.010 0.034 0.117 -0.074 0.093 0.009 0.061 0.035 0.001 -0.135 -0.058 -0.086 -0.088 -0.112 -0.039 0.041 0.030 -0.083 0.068 0.166 -0.188 0.076 -0.189 -0.139 0.066 0.118 0.138 -0.001 0.164 -0.104 0.054 -0.140

Loadingi (varimax rotacija)

F1 F2 F3 F4 F5 F6 F7 F8 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20 F21 F22 F23 F24 F25 F26 F27 F28 F29 F30 F31 F32 F33 F34 F35 F36 F37
Age 0.325 -0.061 0.007 0.065 -0.083 0.074 -0.004 0.071 0.031 0.009 -0.015 0.026 -0.018 -0.030 -0.102 0.246 0.120 -0.086 0.260 0.495 0.027 0.067 -0.071 0.065 0.264 0.012 0.161 0.049 -0.001 -0.041 -0.076 -0.092 -0.023 0.039 0.027 -0.055 -0.035
BMI 0.058 0.023 -0.010 0.035 0.014 0.071 -0.126 0.105 0.166 0.027 0.010 -0.009 -0.023 0.017 -0.010 0.074 0.097 -0.182 0.155 -0.555 0.087 -0.014 0.106 0.122 -0.099 0.065 -0.112 -0.012 0.023 0.123 0.100 0.014 0.007 -0.318 -0.032 0.013 -0.040
EjectionFractionEF -0.046 -0.030 0.049 0.914 0.015 0.004 -0.070 0.021 -0.014 -0.013 -0.020 -0.023 0.047 0.027 0.013 -0.007 -0.023 0.010 0.016 0.014 0.012 -0.014 -0.007 0.002 -0.043 -0.003 -0.014 0.016 -0.007 0.013 -0.045 -0.023 0.005 0.014 -0.008 0.011 0.002
CockcraftGaultIndexPreop -0.537 0.042 0.007 0.022 0.029 0.019 0.050 0.252 0.023 -0.003 0.001 -0.031 -0.015 0.024 0.038 -0.088 -0.002 -0.066 -0.044 -0.624 0.019 -0.012 0.043 -0.020 -0.176 0.008 -0.207 -0.038 0.002 0.021 0.027 0.033 -0.022 -0.102 -0.035 0.014 -0.052
EUROscore 0.214 -0.003 -0.068 -0.301 -0.011 -0.031 -0.071 -0.098 0.020 0.127 0.027 0.206 -0.357 -0.012 -0.077 0.049 0.015 -0.022 0.029 0.117 -0.008 0.056 0.008 -0.001 0.614 0.039 0.197 0.050 -0.020 0.009 0.147 0.006 -0.026 0.015 0.022 -0.006 0.030
DurationOfTheOperation 0.001 0.782 -0.033 -0.034 -0.021 -0.019 0.073 -0.023 -0.003 0.119 0.015 0.015 -0.041 0.010 -0.008 -0.118 0.040 -0.029 0.035 -0.055 0.049 0.048 -0.005 0.019 -0.029 0.009 0.040 0.046 0.013 0.068 0.027 -0.014 -0.053 -0.046 -0.031 -0.049 0.025
PericardialEffusion 0.009 0.013 -0.026 -0.052 -0.022 0.044 0.020 0.017 -0.006 -0.035 0.001 0.015 -0.025 0.025 -0.011 0.008 0.019 0.079 0.002 0.042 0.058 -0.042 0.679 0.089 -0.007 0.083 0.076 -0.012 -0.064 -0.042 -0.035 -0.010 -0.037 -0.067 -0.033 -0.029 -0.009
NumberOfGrafts -0.005 0.717 0.035 0.001 0.012 -0.024 -0.052 0.026 0.007 -0.115 0.004 -0.077 0.117 -0.043 0.016 0.008 -0.116 -0.051 -0.022 0.018 -0.056 0.010 0.089 -0.049 0.072 0.004 -0.080 0.025 0.051 -0.095 0.038 0.019 0.081 0.087 -0.000 0.045 -0.025
TotalDrainage 0.005 0.095 0.005 -0.060 -0.028 -0.362 0.600 0.058 -0.050 0.003 0.009 0.009 -0.062 -0.027 -0.085 -0.097 -0.019 -0.027 -0.023 -0.030 -0.035 -0.021 0.059 -0.005 -0.038 -0.011 0.010 0.055 0.082 -0.042 0.018 -0.009 -0.074 0.131 -0.007 0.108 0.097
Drainage24h -0.051 0.056 0.033 -0.007 -0.014 -0.000 0.933 0.027 0.005 -0.030 -0.008 -0.028 0.020 -0.006 0.029 -0.041 0.037 -0.031 -0.010 -0.039 0.053 0.017 -0.023 -0.014 -0.024 0.000 -0.023 -0.020 0.001 0.014 -0.006 -0.001 0.040 -0.028 -0.017 -0.014 -0.012
Drainage24hMlKg -0.036 0.053 0.028 0.004 -0.009 -0.007 0.936 0.015 -0.011 -0.029 -0.014 -0.026 0.025 -0.012 0.028 -0.035 0.021 -0.015 -0.025 0.025 0.044 0.014 -0.022 -0.023 -0.010 0.003 0.003 -0.007 -0.007 0.022 -0.006 -0.017 0.017 0.013 -0.009 -0.011 0.001
NumberOfPlasmaUnits 0.070 0.097 -0.145 -0.046 -0.067 -0.610 0.079 -0.032 -0.035 0.043 -0.017 -0.008 -0.209 0.016 -0.003 0.001 -0.025 0.062 -0.010 0.034 -0.016 0.025 -0.011 0.058 -0.058 0.124 0.134 -0.014 -0.089 -0.074 0.015 -0.036 -0.101 -0.023 0.056 -0.076 -0.004
PlateletUnitNumber 0.010 0.049 -0.063 -0.050 -0.046 -0.478 0.013 -0.022 -0.023 -0.002 0.024 -0.005 -0.272 0.000 0.038 0.006 -0.004 0.014 -0.029 0.057 0.005 0.083 -0.079 0.070 -0.041 0.022 0.096 -0.073 -0.114 -0.057 0.230 -0.044 -0.137 -0.094 0.010 -0.170 0.029
NumberOfReintubations -0.032 -0.003 -0.783 -0.009 -0.007 -0.072 0.025 -0.023 0.004 -0.001 0.022 -0.015 0.058 0.002 -0.039 0.009 -0.003 0.064 0.016 0.040 -0.029 -0.036 -0.000 -0.026 0.056 -0.083 0.026 -0.060 0.057 0.040 -0.107 -0.042 0.117 -0.072 0.077 0.109 0.208
AorticClampingTime -0.013 0.908 0.010 0.008 0.000 0.006 0.056 0.010 0.005 -0.057 -0.006 -0.002 0.064 -0.006 -0.007 -0.060 0.020 0.018 -0.007 -0.004 0.002 0.016 -0.010 0.005 -0.020 -0.008 -0.023 -0.026 0.000 0.022 -0.017 -0.002 0.003 -0.010 -0.001 0.010 -0.007
BypassOperationTime 0.017 0.939 -0.030 -0.035 -0.012 -0.045 0.040 -0.012 0.010 0.016 0.006 -0.000 -0.053 0.022 -0.009 -0.017 0.028 0.011 -0.001 -0.009 0.014 0.022 -0.013 0.002 0.011 0.006 0.036 0.027 0.002 0.013 0.011 -0.018 -0.007 -0.009 0.009 -0.009 -0.001
MinimumTemperature -0.032 -0.162 -0.001 -0.006 0.002 0.029 0.053 0.002 0.024 -0.005 0.016 -0.013 -0.037 0.021 -0.020 -0.021 0.033 -0.081 0.041 -0.128 -0.035 -0.063 -0.045 -0.038 -0.052 0.013 -0.031 -0.637 -0.013 0.001 0.000 0.052 0.026 -0.128 0.027 0.020 -0.031
LeukocytesPreoperatively 0.019 -0.003 -0.017 -0.027 0.037 -0.001 0.009 0.021 0.011 -0.008 0.879 0.004 -0.060 -0.004 0.012 0.011 -0.008 0.043 -0.030 0.001 -0.019 0.008 -0.000 0.008 0.003 -0.023 0.001 0.003 0.017 -0.004 0.018 0.011 0.025 -0.014 0.012 -0.007 0.011
LeukocytesFirstPostoperativeDa 0.032 0.005 -0.034 -0.008 0.066 0.014 -0.011 -0.025 0.005 -0.006 0.892 -0.007 -0.008 -0.006 -0.035 -0.004 -0.002 0.003 0.020 -0.009 -0.004 0.011 -0.008 -0.015 0.002 0.029 0.020 -0.009 -0.013 0.005 0.010 -0.006 0.005 0.000 -0.011 0.015 -0.003
LeukocytesSecondPostoperativeD 0.065 0.025 -0.096 -0.019 0.167 -0.039 -0.027 -0.000 -0.001 -0.013 0.809 0.012 0.030 0.011 -0.015 -0.005 0.028 -0.071 -0.019 -0.013 0.008 0.012 0.014 0.018 0.015 0.011 0.010 0.004 -0.013 0.007 0.016 0.010 -0.050 0.020 0.017 0.004 -0.007
HbPreoperativelyGDl -0.098 0.042 0.011 -0.005 -0.027 -0.019 0.041 0.058 -0.034 0.005 -0.009 -0.029 -0.002 0.642 0.009 -0.034 0.013 0.060 -0.048 -0.016 0.040 -0.008 -0.043 0.015 -0.041 -0.010 -0.394 0.001 0.004 0.039 -0.032 -0.018 0.001 0.040 0.026 -0.007 -0.008
HbFirstPostoperativeDayGDl -0.031 -0.011 0.016 0.040 -0.033 0.023 -0.026 0.014 0.015 -0.019 0.008 0.012 0.004 0.748 0.015 0.007 -0.001 -0.060 -0.002 -0.053 -0.014 -0.013 0.030 0.015 -0.003 0.021 0.079 -0.015 0.001 -0.029 -0.008 -0.033 -0.025 -0.007 -0.017 0.018 -0.037
HbSecondPostoperativeDayGDl 0.002 -0.002 0.003 0.026 0.014 -0.002 -0.031 0.009 -0.000 -0.010 -0.004 0.005 0.002 0.863 0.004 -0.046 -0.004 -0.002 0.023 -0.009 -0.005 -0.010 0.002 -0.017 0.003 -0.010 -0.013 0.001 0.005 0.007 0.015 0.029 0.006 -0.015 -0.007 -0.006 0.021
PlateletsPreoperatively 0.023 0.037 -0.024 -0.048 0.880 -0.005 0.016 0.019 -0.005 -0.013 0.053 0.021 -0.003 -0.025 0.015 0.003 -0.028 0.040 -0.038 0.038 -0.028 -0.011 -0.021 0.032 -0.013 0.020 0.082 0.017 0.015 0.033 -0.009 -0.070 0.008 0.052 0.054 -0.030 0.014
PlateletsFirstPostoperativeDay -0.029 -0.008 0.002 0.010 0.868 0.025 -0.015 -0.005 -0.010 -0.018 0.088 0.013 -0.047 0.006 0.002 -0.008 -0.006 -0.001 0.014 -0.047 0.014 0.010 0.029 -0.024 -0.015 -0.002 -0.024 -0.020 0.001 -0.005 0.011 0.045 0.001 -0.025 -0.024 0.011 -0.001
PlateletsSecondPostoperativeDa -0.042 -0.064 -0.022 0.041 0.906 0.042 -0.035 -0.015 0.004 -0.023 0.087 -0.002 0.035 0.001 0.026 0.010 -0.011 -0.018 -0.001 -0.026 -0.013 -0.001 -0.001 -0.013 0.009 -0.009 0.021 -0.001 -0.011 -0.019 0.016 0.032 -0.003 -0.032 -0.025 -0.016 -0.022
INRFirstPostoperativeDay -0.025 -0.019 -0.015 0.022 -0.004 -0.001 0.005 -0.009 -0.016 -0.011 0.005 -0.006 -0.028 0.000 0.009 -0.005 0.012 -0.066 0.024 -0.018 0.009 -0.029 0.007 -0.015 0.006 -0.001 -0.016 0.771 0.006 -0.011 -0.007 0.029 0.009 -0.083 0.016 -0.022 -0.003
INRSecondPostoperativeDay -0.013 0.005 0.007 0.009 0.005 -0.004 -0.039 0.000 -0.016 -0.014 0.019 0.027 0.005 -0.010 -0.054 -0.077 0.057 -0.117 -0.009 -0.045 -0.010 0.002 -0.009 -0.006 -0.015 -0.029 0.006 0.002 0.010 -0.017 0.011 0.050 0.022 -0.059 0.797 -0.026 -0.012
HospitalizationBeforeSurgeryMo_1.0 0.033 0.018 0.005 -0.062 0.027 0.075 0.153 0.020 -0.021 0.048 0.000 -0.025 0.327 0.023 0.017 0.070 0.009 0.210 -0.048 -0.062 0.013 0.298 0.020 -0.047 0.044 0.107 0.193 0.121 -0.060 -0.092 0.094 0.180 0.002 -0.135 0.114 0.009 -0.059
Gender_1.0 0.164 -0.044 -0.018 0.101 0.139 0.039 -0.038 0.103 0.060 -0.009 -0.026 -0.060 -0.041 -0.006 0.076 0.025 -0.009 0.031 -0.139 0.132 0.056 -0.064 0.073 0.102 0.097 0.112 0.439 0.017 -0.067 0.328 -0.071 -0.170 -0.050 0.098 0.142 0.049 0.004
CardiogenicSchockYN_1.0 0.143 0.048 -0.046 -0.333 0.049 -0.042 -0.092 -0.015 0.017 -0.025 0.037 0.027 -0.127 0.011 -0.056 0.013 0.045 0.040 0.031 -0.036 -0.051 0.027 -0.046 0.006 0.113 0.034 0.113 0.024 0.011 0.111 0.467 0.042 0.088 0.062 0.101 0.103 0.082
FormerSmoker_1.0 -0.020 0.011 -0.021 -0.021 0.014 -0.019 -0.048 -0.042 0.002 0.014 0.004 0.054 0.047 0.012 -0.007 0.009 0.010 0.001 0.812 -0.059 -0.004 0.022 -0.008 0.051 -0.051 -0.043 -0.042 -0.002 0.002 -0.102 0.038 0.022 0.029 0.020 -0.027 0.004 0.059
CurrentSmoker_1.0 -0.120 0.006 -0.041 -0.084 0.047 -0.008 0.015 0.000 -0.049 -0.019 0.037 0.138 0.022 0.010 -0.020 -0.066 -0.005 -0.003 -0.777 -0.160 -0.046 0.010 -0.022 0.022 -0.072 -0.022 -0.057 -0.001 0.003 -0.103 0.054 0.032 0.046 0.012 -0.021 0.025 0.083
Diabetes_1.0 0.066 0.008 -0.006 -0.033 -0.007 0.017 -0.023 -0.048 0.909 0.015 0.004 0.064 -0.001 0.002 -0.018 0.045 0.008 -0.004 0.018 -0.035 0.007 -0.017 -0.004 0.033 0.030 0.003 0.042 -0.008 -0.016 0.011 0.015 0.017 0.012 -0.003 0.003 0.000 0.004
DiabetesPerOsTherapie_1.0 0.005 0.011 0.001 0.015 0.027 -0.005 0.006 0.029 0.795 0.004 0.000 -0.020 -0.029 -0.011 -0.006 0.013 0.041 -0.058 0.045 -0.016 -0.006 0.064 0.025 0.060 0.051 -0.057 -0.002 -0.044 0.008 -0.085 -0.083 -0.099 -0.042 -0.020 -0.033 -0.012 0.050
DiabetesOnInsuline_1.0 0.101 0.014 -0.019 -0.075 -0.043 0.042 -0.020 -0.106 0.529 0.012 0.011 0.127 0.066 -0.006 -0.030 0.046 -0.038 0.045 -0.044 -0.032 0.030 -0.123 -0.044 -0.043 -0.047 0.100 0.053 0.061 -0.044 0.169 0.149 0.180 0.095 0.021 0.062 0.009 -0.069
Hypertension_1.0 0.043 0.008 0.021 -0.010 0.004 0.019 -0.039 -0.014 0.050 0.010 0.011 0.028 0.031 0.004 -0.028 0.033 0.009 0.015 0.023 0.019 -0.026 0.045 -0.004 0.727 0.044 0.000 0.001 0.001 0.114 -0.012 -0.010 0.043 0.072 -0.000 -0.026 -0.014 -0.013
Hyperlipidemia_1.0 -0.004 -0.009 0.002 0.017 -0.008 0.006 -0.028 -0.021 0.059 0.010 0.003 0.038 0.096 -0.004 0.035 -0.020 -0.033 -0.027 0.032 -0.005 0.010 -0.033 0.094 0.642 0.031 -0.022 -0.039 -0.010 0.007 -0.009 0.024 0.046 -0.041 0.029 0.020 0.091 -0.020
PerifernoArterijskoObolenje_1.0 0.041 -0.012 -0.009 -0.042 0.032 -0.002 -0.016 -0.052 0.038 -0.004 0.005 0.898 -0.002 0.008 -0.001 0.012 -0.015 0.008 -0.031 0.011 -0.015 -0.014 0.008 -0.007 0.004 -0.009 0.009 0.001 0.004 -0.015 0.006 0.014 0.001 0.003 0.008 -0.022 0.013
ExtracardiacArteriopathy_1.0 0.042 -0.002 -0.011 -0.034 -0.003 0.000 -0.043 -0.024 0.034 0.010 -0.000 0.888 0.018 -0.008 -0.027 0.009 0.009 0.002 -0.017 0.050 -0.006 0.021 0.006 0.036 0.138 0.013 0.035 -0.001 0.005 -0.004 -0.032 -0.018 -0.001 0.011 0.010 0.024 -0.009
PsychoSyndrome_1.0 0.054 0.006 -0.109 -0.014 -0.021 -0.023 -0.017 -0.024 0.016 0.001 0.009 0.013 -0.008 -0.007 -0.959 0.001 0.007 -0.008 -0.006 0.025 -0.005 -0.008 0.007 0.002 0.041 0.013 0.016 -0.004 0.004 -0.000 0.009 0.008 0.005 0.012 0.012 0.004 0.003
TherapyRelevantPsychoSyndrome_1.0 0.045 0.004 -0.115 -0.017 -0.015 -0.016 -0.013 -0.029 0.015 -0.010 0.017 0.010 -0.009 -0.006 -0.959 0.002 0.014 -0.009 0.002 0.020 -0.002 -0.006 0.001 -0.000 0.026 0.001 0.020 -0.006 0.001 -0.000 0.006 0.011 -0.002 0.004 0.020 -0.004 -0.011
NYHA3rdOr4thCategory_1.0 0.097 0.037 -0.060 -0.127 0.006 0.030 -0.170 0.043 -0.001 0.031 0.017 0.048 -0.117 -0.012 -0.035 0.056 -0.003 0.084 0.154 -0.104 -0.032 -0.001 -0.135 0.061 -0.033 0.060 0.069 0.087 -0.009 0.130 0.221 -0.006 0.365 0.167 -0.040 -0.031 0.202
UnstableAnginaPectoris_1.0 -0.005 0.019 -0.023 -0.041 0.023 -0.048 -0.050 0.057 -0.014 -0.011 -0.009 -0.013 -0.476 -0.006 -0.032 0.023 -0.054 0.002 -0.038 -0.035 -0.059 0.077 0.143 -0.130 0.164 0.005 0.109 -0.021 0.055 -0.011 -0.014 0.262 0.052 -0.080 -0.085 0.178 0.042
StrokeBeforeOp_1.0 0.027 0.002 -0.039 0.012 0.000 -0.045 -0.002 0.001 0.058 -0.020 -0.014 0.022 0.126 -0.014 -0.050 -0.010 0.074 0.010 -0.030 -0.035 0.019 -0.049 -0.013 0.081 0.704 -0.010 -0.113 -0.024 0.002 -0.015 0.009 0.008 0.011 -0.047 -0.037 -0.079 -0.063
PreoperativeInfectionYN_1.0 0.002 0.019 -0.040 -0.009 0.012 -0.005 0.024 -0.062 -0.014 0.006 0.069 -0.055 0.109 0.002 -0.029 0.011 0.026 0.025 -0.009 0.045 -0.026 -0.058 0.008 0.013 0.094 -0.065 0.133 -0.002 0.036 -0.090 0.671 -0.005 0.041 -0.007 -0.043 0.078 -0.004
KongestiveHeartFailure_1.0 0.029 0.014 -0.032 -0.905 0.008 -0.009 -0.012 -0.037 0.023 0.016 0.010 0.027 0.016 -0.011 -0.009 0.009 0.002 -0.023 -0.014 0.014 -0.014 -0.014 0.007 0.008 0.062 -0.009 0.017 -0.007 0.007 0.000 -0.009 0.051 0.010 0.003 -0.019 -0.002 -0.020
EF50_1.0 0.050 0.014 -0.037 -0.908 0.005 -0.024 -0.032 -0.024 0.020 0.009 0.011 0.029 -0.004 -0.006 -0.008 0.030 0.010 -0.006 -0.013 0.012 -0.026 -0.001 0.013 0.001 0.044 -0.010 0.018 0.004 0.001 -0.005 -0.004 0.019 0.013 0.007 -0.001 -0.003 -0.007
AtrialFibrillationYN_1.0 0.090 -0.001 -0.016 -0.059 -0.030 -0.019 -0.043 -0.008 -0.002 0.001 0.003 0.013 0.024 -0.003 -0.048 -0.011 0.837 0.046 0.033 0.054 -0.023 0.001 -0.001 0.008 0.049 -0.015 -0.013 0.004 -0.007 0.010 0.026 -0.014 -0.013 -0.012 0.042 0.006 0.025
PCI_1.0 -0.007 -0.069 -0.001 -0.021 -0.048 -0.041 0.019 -0.003 0.021 0.077 0.005 0.026 -0.070 -0.010 -0.022 -0.011 0.051 0.031 0.013 0.034 0.044 -0.020 -0.054 0.161 -0.091 -0.052 -0.043 -0.036 -0.045 -0.009 -0.060 0.684 -0.047 0.043 0.106 -0.073 0.049
PreviousOperationCABG_1.0 0.010 -0.008 0.005 -0.015 -0.021 0.001 -0.028 -0.010 0.007 0.969 -0.009 -0.000 0.002 -0.007 0.003 -0.027 -0.011 0.001 0.010 0.002 -0.004 -0.013 0.008 0.004 0.030 0.001 -0.001 -0.004 0.007 -0.001 -0.001 0.021 -0.005 0.004 -0.004 0.005 0.006
PreviousCardiacOperation_1.0 0.013 -0.004 0.009 -0.015 -0.019 -0.009 -0.024 -0.003 0.006 0.971 -0.010 0.006 0.003 -0.008 0.006 -0.024 -0.002 -0.000 0.008 0.000 -0.011 -0.014 0.003 0.004 0.031 0.000 0.009 -0.000 0.008 -0.005 -0.001 0.014 0.006 -0.003 -0.004 0.005 0.001
LiverDiseaseYN_1.0 -0.000 0.006 -0.043 0.025 -0.053 0.003 0.002 -0.051 0.021 0.017 0.019 0.003 -0.060 0.003 0.003 0.024 0.011 -0.017 -0.021 0.005 0.078 0.061 -0.031 0.059 -0.052 0.033 0.025 -0.038 -0.078 -0.044 0.059 -0.029 0.001 -0.043 -0.024 0.770 -0.006
ChronicLungDiseaseYN_1.0 0.014 -0.022 -0.092 -0.045 -0.009 -0.048 -0.056 -0.038 0.037 0.023 0.058 0.114 -0.005 0.007 -0.026 0.023 0.133 -0.266 -0.143 -0.053 0.044 0.027 -0.032 0.061 -0.014 -0.046 0.102 0.074 -0.088 -0.349 -0.031 -0.068 0.164 -0.115 -0.184 -0.141 0.469
VentilationBeforeOperation_1.0 0.021 0.001 -0.020 -0.043 0.016 -0.072 -0.008 0.008 0.007 -0.014 -0.005 -0.029 -0.296 -0.022 0.007 -0.016 -0.026 0.016 -0.045 0.043 0.020 0.073 0.061 -0.022 0.107 -0.040 -0.070 -0.029 -0.059 0.085 0.525 -0.061 -0.067 0.024 0.085 -0.040 0.055
CC50_1.0 0.614 -0.028 -0.028 -0.011 -0.013 -0.019 -0.012 -0.330 -0.021 -0.009 0.019 -0.004 0.034 -0.007 -0.010 0.021 -0.066 0.147 -0.014 -0.126 -0.031 0.014 -0.091 0.007 0.251 -0.020 0.276 0.025 -0.015 -0.043 -0.086 -0.056 0.031 0.187 0.093 -0.015 0.073
CC5085_1.0 -0.039 -0.016 0.011 -0.007 -0.008 -0.002 -0.042 0.164 0.004 0.007 -0.013 0.055 -0.019 -0.034 -0.033 0.070 0.083 -0.095 0.056 0.835 0.008 0.008 0.071 0.017 -0.086 0.025 -0.067 0.011 0.005 0.043 0.082 0.042 0.002 -0.118 -0.068 0.024 -0.033
ChronicDialysis_1.0 0.168 0.013 0.010 -0.036 -0.003 -0.006 -0.016 -0.887 0.019 -0.002 -0.009 0.033 0.007 -0.017 -0.019 0.007 0.002 0.003 0.012 -0.028 0.011 0.011 0.014 0.010 0.023 0.006 0.046 0.004 0.005 0.016 -0.003 0.015 0.020 0.004 0.002 0.005 0.014
RenalReplacementTherapy_1.0 0.197 -0.002 -0.006 -0.036 -0.002 -0.002 -0.040 -0.855 0.014 0.022 0.000 0.042 0.006 -0.017 -0.044 0.022 0.004 0.006 0.017 -0.005 0.007 -0.012 0.018 0.011 0.044 -0.010 0.032 0.002 0.011 -0.005 0.014 0.001 0.006 -0.016 -0.012 0.047 0.019
ACEInhibitors_1.0 0.024 0.001 -0.003 -0.046 0.012 -0.005 -0.082 0.038 0.041 0.015 -0.002 0.051 0.066 -0.013 -0.017 0.015 0.011 -0.018 0.014 0.007 -0.791 -0.006 -0.020 0.216 0.004 0.022 0.018 -0.008 -0.025 -0.008 -0.018 0.058 0.019 -0.036 -0.010 -0.038 0.040
ATIIAntagonists_1.0 0.058 0.027 0.015 0.027 -0.027 0.011 0.049 0.018 0.032 -0.011 -0.023 0.016 0.073 -0.009 -0.004 0.046 0.005 -0.012 0.049 -0.018 0.807 -0.007 -0.023 0.162 -0.002 0.012 -0.012 0.024 -0.010 0.018 -0.040 0.039 0.002 -0.021 -0.020 0.035 0.031
Betablocker_1.0 0.078 0.009 -0.012 -0.079 -0.027 -0.009 -0.100 -0.013 0.026 0.004 -0.004 -0.030 0.139 -0.005 -0.005 0.030 0.111 -0.045 -0.005 -0.051 -0.324 -0.028 -0.033 0.417 -0.007 0.042 0.049 0.083 -0.074 0.092 -0.018 0.221 -0.025 -0.008 0.011 0.118 0.052
CaAntagonists_1.0 0.135 0.029 -0.049 0.096 0.047 0.066 0.077 -0.005 0.146 -0.012 -0.021 0.070 0.075 -0.038 -0.027 0.028 -0.019 -0.025 0.118 0.013 0.221 -0.038 -0.085 0.198 0.051 0.064 0.004 -0.090 -0.040 -0.095 0.041 -0.005 0.139 -0.112 0.108 -0.238 0.127
EUROscore10_1.0 0.165 -0.009 -0.049 -0.254 -0.031 -0.014 -0.056 -0.092 0.010 0.124 0.032 0.177 -0.270 -0.005 -0.076 0.026 0.017 -0.020 0.037 0.060 -0.021 0.049 0.013 -0.013 0.648 0.042 0.152 0.040 -0.026 -0.001 0.080 0.036 -0.012 0.014 0.000 0.017 0.035
IABPPreoperatively_1.0 0.081 0.038 -0.039 -0.443 -0.054 0.003 0.033 0.053 0.008 -0.028 0.013 -0.074 -0.258 -0.003 -0.038 0.006 0.009 0.035 0.006 -0.033 -0.019 0.077 0.028 -0.002 0.027 0.022 0.010 -0.000 -0.003 -0.065 0.085 -0.193 -0.093 0.003 0.027 -0.011 0.114
LMMainStenosisOfLeftMainCorona_1.0 0.002 -0.021 -0.010 0.030 -0.010 -0.044 -0.031 -0.017 0.002 -0.036 0.026 0.058 -0.152 -0.039 0.028 -0.070 0.004 0.021 0.008 0.065 0.011 0.706 -0.067 0.076 0.021 -0.045 -0.051 0.053 0.022 -0.048 -0.026 0.000 -0.037 0.035 -0.022 0.085 0.004
Urgent_1.0 0.027 0.155 0.013 -0.045 0.004 0.022 0.075 0.002 -0.011 -0.038 0.024 -0.038 0.206 -0.004 0.006 0.036 -0.037 -0.044 0.019 -0.008 -0.013 0.716 0.075 -0.053 0.009 0.018 0.039 -0.048 -0.010 0.079 0.015 0.032 0.018 -0.003 0.016 -0.003 -0.003
Emergency_1.0 -0.000 0.001 -0.043 -0.051 0.024 -0.068 -0.012 -0.016 -0.013 -0.026 0.059 -0.044 -0.726 -0.001 -0.020 0.026 -0.050 -0.004 -0.031 0.001 0.006 -0.099 0.082 -0.105 0.170 -0.025 -0.004 0.031 0.028 0.019 -0.005 0.137 0.069 0.039 -0.019 0.050 -0.046
PericardDrainage_1.0 0.003 0.176 -0.047 -0.060 -0.011 0.004 0.232 -0.043 0.001 0.190 0.019 0.007 -0.204 0.042 -0.047 0.048 0.092 0.113 0.001 -0.070 0.050 0.236 -0.112 0.012 -0.086 -0.001 0.077 -0.019 -0.066 0.260 -0.043 -0.024 0.203 -0.131 0.019 -0.097 -0.052
RethoracotomyYN_1.0 0.039 0.016 -0.194 -0.016 -0.002 -0.665 0.040 -0.035 -0.022 -0.003 0.020 0.019 0.058 -0.011 -0.016 -0.004 0.040 -0.041 0.025 -0.008 -0.031 -0.035 0.013 -0.057 0.066 0.322 -0.039 0.026 0.061 0.043 0.023 0.029 0.034 0.020 -0.010 0.085 0.013
LowOutputYN_1.0 0.058 0.059 -0.186 -0.209 -0.024 -0.163 -0.060 -0.019 0.011 0.016 0.071 -0.009 -0.424 -0.000 0.009 -0.008 0.076 -0.003 -0.010 -0.000 0.028 0.056 -0.015 0.008 0.053 0.253 0.034 -0.040 0.027 -0.013 0.120 -0.058 -0.156 0.016 0.228 -0.023 0.008
InfarctionPerioperativelyYN_1.0 -0.025 0.008 -0.005 -0.018 -0.020 0.001 -0.043 -0.045 -0.004 0.026 0.025 -0.026 -0.143 0.046 -0.040 -0.004 0.003 0.086 -0.023 0.012 0.014 -0.002 -0.010 0.074 -0.073 0.598 0.182 -0.024 -0.006 -0.165 -0.096 -0.051 -0.005 -0.054 0.022 -0.125 0.058
CoagulationDisorder_1.0 0.014 0.044 -0.068 -0.033 -0.032 -0.582 -0.022 0.017 0.011 0.020 0.015 -0.040 -0.092 0.038 -0.049 0.027 0.013 -0.012 -0.033 0.014 0.052 0.076 0.024 0.004 0.000 -0.117 0.047 0.000 -0.064 -0.036 -0.026 0.006 0.000 -0.007 -0.039 -0.070 -0.091
Rebleeding_1.0 0.015 0.009 -0.076 0.013 -0.037 -0.766 0.061 0.005 -0.016 -0.014 0.005 0.007 0.047 -0.018 -0.033 0.007 -0.009 0.012 0.023 -0.014 -0.011 -0.024 0.013 -0.029 0.055 -0.034 0.043 0.017 0.032 0.048 -0.025 0.052 0.054 0.007 -0.004 0.036 -0.007
NewOperationOnPump_1.0 0.012 -0.030 -0.081 0.034 0.024 -0.150 0.022 -0.011 -0.014 -0.011 0.007 0.020 0.061 -0.023 -0.008 -0.062 -0.028 -0.039 -0.018 0.004 -0.018 -0.015 0.033 -0.038 0.073 0.746 -0.066 0.002 0.011 0.071 -0.006 -0.000 0.040 0.016 -0.047 0.092 0.019
AtrialFibrillationPostopNewOns_1.0 0.019 -0.015 -0.015 -0.029 -0.020 0.042 0.246 -0.023 -0.003 -0.011 0.017 -0.026 0.063 0.022 -0.014 0.015 -0.187 -0.615 0.012 0.085 0.005 -0.003 -0.037 0.046 0.060 -0.017 -0.007 -0.076 -0.072 0.069 -0.026 0.018 -0.089 -0.030 0.136 -0.047 -0.052
Cardioversion_1.0 0.030 0.004 -0.078 -0.069 -0.037 -0.013 -0.015 0.023 0.017 0.005 -0.004 -0.015 -0.081 0.025 -0.040 0.012 0.028 -0.611 -0.008 0.008 -0.028 0.026 -0.034 -0.035 -0.031 0.017 0.032 0.127 0.070 -0.053 -0.031 -0.023 0.045 0.090 0.144 0.084 -0.002
StrokeJN_1.0 -0.018 -0.005 -0.069 -0.039 0.020 -0.067 -0.053 -0.007 -0.019 -0.013 0.007 0.023 -0.005 0.020 -0.029 -0.031 0.041 -0.099 -0.011 0.006 0.032 0.010 -0.076 0.043 0.018 -0.124 0.072 -0.007 0.006 -0.081 -0.091 -0.115 0.181 -0.084 -0.023 -0.013 -0.621
SumOtherInfectYN_1.0 0.116 0.063 -0.380 -0.064 0.050 -0.008 -0.067 -0.010 -0.005 -0.008 0.081 0.032 -0.059 0.003 -0.223 0.010 0.027 -0.141 -0.079 -0.032 -0.011 0.000 0.000 0.071 0.038 0.016 0.029 -0.012 -0.034 -0.066 0.136 -0.010 -0.211 0.133 -0.125 -0.097 -0.120
AcuteKidneyFailure_1.0 0.360 0.025 -0.300 -0.061 0.057 -0.032 0.007 -0.007 0.005 0.017 0.037 0.066 -0.129 -0.023 -0.151 0.039 0.140 -0.188 0.028 -0.050 -0.027 0.022 0.042 -0.015 -0.040 0.153 -0.006 -0.022 0.003 -0.076 0.111 -0.017 -0.149 0.099 -0.084 -0.069 -0.222
Transfusion_1.0 0.254 0.148 -0.142 -0.086 0.030 -0.259 0.052 -0.018 0.017 0.048 0.009 0.050 -0.077 -0.074 -0.123 0.011 -0.034 -0.006 0.007 0.133 -0.018 -0.018 0.055 0.025 0.041 -0.022 0.561 0.016 -0.007 0.048 0.021 0.002 -0.039 0.125 0.024 0.030 -0.015
MoreThan2UnitsOfErythrocytes_1.0 0.190 0.107 -0.233 -0.091 0.018 -0.356 0.001 -0.081 0.032 0.003 0.023 0.050 -0.129 -0.016 -0.106 -0.004 -0.015 -0.034 0.003 0.024 -0.029 -0.004 0.051 -0.013 0.043 0.023 0.497 0.034 0.040 0.001 0.055 0.044 -0.027 0.084 0.032 -0.002 -0.084
RespiratoryFailureYN_1.0 0.125 0.068 -0.670 -0.047 0.019 -0.053 -0.083 0.012 0.001 -0.027 0.039 0.044 -0.067 -0.019 -0.164 -0.000 0.014 -0.060 -0.034 -0.063 0.023 0.026 0.017 0.026 -0.014 0.044 0.009 0.057 -0.054 -0.017 0.114 0.040 -0.075 0.107 -0.068 -0.050 -0.113
ProlongedMechanicalVentilation_1.0 0.092 0.026 -0.802 -0.062 0.009 -0.075 -0.048 -0.022 0.001 -0.011 0.056 0.017 -0.098 -0.009 -0.137 -0.016 -0.004 -0.045 -0.016 -0.038 0.003 0.033 -0.006 0.013 0.006 0.078 0.040 0.060 -0.037 -0.032 0.093 0.027 -0.078 0.024 -0.049 -0.078 -0.157
Reintubation_1.0 0.000 -0.015 -0.847 -0.040 0.027 -0.081 0.009 -0.023 -0.000 0.007 0.026 -0.008 0.051 -0.005 -0.060 -0.010 -0.004 0.024 0.024 0.050 -0.015 -0.018 0.011 -0.025 0.042 -0.009 0.043 -0.057 0.029 0.020 -0.076 -0.010 0.073 -0.009 0.050 0.105 0.140
Tracheotomy_1.0 0.125 0.040 -0.654 -0.055 0.015 -0.042 -0.055 0.014 0.015 -0.008 0.057 0.014 -0.089 0.002 -0.081 -0.005 0.036 -0.082 -0.035 -0.058 0.024 0.010 -0.008 0.014 -0.019 0.120 -0.004 0.087 -0.034 -0.024 0.115 0.021 -0.068 0.032 -0.067 -0.123 -0.297
AtrialAppendageClosure_1.0 0.017 0.049 -0.003 0.012 -0.024 0.017 0.126 -0.010 0.025 -0.022 0.010 -0.024 0.009 0.004 0.017 0.037 0.820 0.004 -0.018 0.027 0.012 -0.021 0.007 -0.004 0.010 0.001 -0.006 -0.011 0.009 -0.003 -0.011 0.028 0.003 0.042 0.009 0.002 -0.029
AorticCalcificatio_1.0 0.114 -0.052 0.004 -0.093 0.007 -0.009 -0.011 0.018 0.028 0.073 -0.029 0.154 -0.009 0.012 -0.078 0.058 0.017 -0.012 0.014 0.082 -0.093 0.010 -0.234 0.065 0.157 0.034 0.070 0.027 -0.039 -0.435 -0.012 -0.031 0.155 0.031 -0.002 0.136 -0.119
TotalRevascularization_1.0 0.006 0.166 0.024 0.019 -0.011 -0.048 -0.116 0.028 -0.013 -0.037 0.027 -0.114 0.128 -0.008 0.086 -0.014 0.006 -0.086 -0.044 0.043 0.022 0.180 0.212 -0.120 0.096 0.050 -0.123 -0.125 0.135 0.064 0.033 0.157 0.182 0.178 0.003 -0.211 0.088
HbPreop12GDl_1.0 0.186 -0.033 -0.019 -0.075 0.117 -0.013 -0.052 -0.195 0.041 -0.001 0.049 0.076 0.047 -0.103 -0.010 0.020 -0.007 -0.010 0.046 0.033 -0.038 0.014 0.020 -0.049 0.073 -0.011 0.641 -0.022 0.033 -0.026 0.131 0.084 0.040 -0.037 -0.049 0.015 0.018
PoorGlycemicControlPrediabetes_1.0 0.034 0.018 0.002 -0.052 -0.030 0.018 0.003 0.036 0.665 -0.008 0.017 -0.011 0.034 0.005 -0.022 0.027 -0.028 0.072 -0.016 0.047 -0.034 -0.023 -0.028 -0.032 -0.045 0.014 -0.051 0.019 0.024 0.034 0.026 0.026 0.014 0.005 -0.008 0.046 -0.037
ITA_1.0 0.023 -0.048 0.005 -0.011 0.009 0.004 -0.034 -0.018 0.028 -0.102 0.006 0.004 0.012 -0.020 0.002 0.939 0.000 0.001 0.024 0.032 0.009 0.006 -0.002 0.002 0.003 -0.016 -0.008 0.003 0.001 -0.021 -0.002 0.006 -0.008 -0.011 -0.018 0.015 0.014
BIMA_1.0 -0.040 0.088 -0.006 0.033 0.003 0.010 0.064 0.011 -0.038 -0.045 0.003 -0.015 0.026 0.023 0.003 -0.938 -0.016 0.007 -0.021 -0.055 -0.010 0.019 -0.013 -0.010 -0.017 0.016 -0.021 -0.000 0.000 -0.011 -0.007 0.005 -0.004 0.000 0.029 0.001 0.001
CPBTime100Min_1.0 0.010 0.773 -0.044 -0.025 -0.026 -0.016 0.049 -0.014 0.014 0.010 0.014 0.024 -0.079 0.005 -0.001 -0.014 0.026 0.024 -0.000 -0.006 -0.004 -0.004 -0.011 0.010 -0.025 -0.028 0.046 -0.001 -0.020 -0.016 -0.018 -0.003 -0.031 -0.007 0.022 0.014 0.001
SaEtAlCreatinine226MgDdlOrPost_1.0 0.293 0.028 -0.300 -0.073 0.034 -0.056 -0.056 -0.526 0.027 0.008 0.058 0.042 -0.141 -0.031 -0.032 0.022 0.062 -0.073 0.015 -0.039 -0.008 0.031 -0.009 -0.019 -0.015 0.148 0.019 0.001 -0.031 -0.040 0.126 0.005 -0.130 0.031 0.011 -0.068 -0.185
RecentMIWithin90Days_1.0 0.018 0.017 -0.020 -0.247 0.099 -0.034 -0.094 -0.039 -0.053 0.029 0.030 -0.050 -0.180 0.015 -0.039 0.009 -0.043 -0.031 -0.035 -0.026 -0.119 0.099 -0.004 -0.024 0.204 0.021 0.152 0.050 -0.007 -0.042 0.067 0.597 0.009 -0.034 -0.033 0.031 0.023
BoneWaxFolG_1.0 0.025 0.003 0.001 -0.017 0.032 -0.070 -0.102 -0.071 -0.011 0.069 0.004 0.023 -0.115 -0.015 -0.016 0.018 -0.007 -0.028 0.020 -0.022 -0.065 0.051 0.677 -0.022 0.002 -0.047 0.029 0.065 0.001 0.066 0.052 -0.044 0.102 0.043 0.014 -0.010 0.055
BoneWaxOsteneG_1.0 -0.038 0.064 0.002 0.023 -0.025 -0.004 -0.088 -0.002 -0.045 -0.009 0.032 -0.004 -0.006 0.015 0.003 -0.019 0.028 -0.109 0.063 0.001 0.056 0.003 -0.252 -0.046 -0.021 -0.038 0.049 0.008 0.049 0.210 0.003 0.068 -0.596 -0.095 -0.151 -0.027 0.160
VancomycinG_1.0 -0.027 -0.007 -0.023 0.021 -0.016 0.034 0.190 -0.034 -0.038 -0.031 0.006 -0.026 -0.103 -0.025 0.008 -0.095 -0.001 -0.168 -0.002 0.062 0.048 -0.047 -0.139 0.031 -0.063 0.040 0.007 -0.048 -0.028 0.134 0.042 0.027 0.479 -0.173 -0.186 -0.045 -0.020
TiesselFibrinGlueMl_1.0 -0.010 0.069 -0.007 0.006 0.018 -0.056 0.130 -0.038 -0.000 0.003 0.041 0.032 -0.030 0.025 -0.061 -0.032 0.073 -0.121 -0.056 -0.023 0.003 0.116 -0.064 0.022 0.041 -0.037 0.091 -0.014 -0.039 0.515 -0.035 -0.087 0.014 -0.106 -0.176 -0.116 0.014
GFRLaurisProdop60NotNormal_1.0 0.805 0.005 0.003 -0.062 -0.023 0.002 -0.045 -0.141 0.044 0.023 0.032 0.031 -0.010 -0.023 -0.008 0.024 0.027 0.009 -0.001 0.084 0.016 0.006 0.006 0.035 0.038 -0.017 0.028 -0.002 0.009 0.041 0.023 0.002 0.022 -0.071 0.018 0.006 0.047
GFRLaurisPostop1stDay60NotNorm_1.0 0.840 0.011 -0.062 -0.071 -0.031 -0.022 -0.034 -0.105 0.066 0.009 0.038 0.023 -0.011 -0.016 -0.043 0.011 0.044 -0.017 0.045 0.015 0.027 -0.000 0.023 0.010 0.008 0.002 0.028 -0.018 0.034 -0.004 0.025 0.022 0.013 -0.057 -0.019 0.004 -0.015
GFRLaurisPostop2ndDay60NotNorm_1.0 0.830 0.016 -0.109 -0.049 0.002 -0.050 -0.028 -0.103 0.043 0.007 0.046 0.043 -0.010 -0.016 -0.078 0.023 0.055 -0.072 0.026 0.015 0.007 0.003 0.034 -0.008 0.017 0.018 0.035 -0.006 -0.003 -0.014 0.028 0.015 -0.024 -0.012 -0.047 0.005 -0.053
CRPLaurisPreop3NotNormal_1.0 0.043 0.007 -0.035 -0.107 0.148 0.050 -0.051 -0.061 -0.030 -0.004 0.069 0.008 0.043 0.005 0.007 -0.023 0.037 -0.041 0.008 -0.013 -0.048 0.099 0.069 -0.127 0.135 0.052 0.351 -0.084 0.133 -0.234 0.256 0.138 -0.045 -0.131 -0.139 -0.006 -0.064
CRPLaurisPostop1stDay3NotNorma_1.0 0.065 0.081 -0.012 -0.036 0.067 0.033 -0.009 0.001 0.008 0.043 -0.037 -0.003 0.015 -0.000 -0.017 -0.044 -0.011 -0.042 0.008 -0.014 0.042 -0.016 0.017 0.026 0.004 0.001 0.014 0.018 0.658 -0.019 0.046 -0.037 -0.145 -0.135 0.015 -0.054 0.057
CRPLaurisPostop2ndDay3NotNorma_1.0 -0.001 -0.016 0.007 0.001 -0.039 -0.008 0.029 -0.014 -0.022 0.001 0.014 0.016 -0.044 0.011 0.000 0.030 0.009 0.032 -0.005 0.005 -0.005 0.015 -0.055 0.072 -0.030 0.011 0.015 0.002 0.759 0.006 -0.021 -0.012 0.059 0.071 0.003 -0.044 -0.054
PneumothoraxJN_1.0 -0.080 -0.036 -0.042 0.030 -0.020 0.031 0.040 -0.016 -0.009 0.011 -0.001 0.030 -0.060 -0.002 -0.022 -0.022 0.051 -0.024 0.042 -0.012 0.024 0.027 -0.009 0.039 -0.058 -0.014 0.049 -0.006 -0.018 -0.045 0.044 0.020 0.037 0.666 -0.086 -0.087 -0.000
PleuralEffusion_1.0 0.108 0.021 -0.121 -0.095 0.023 -0.131 -0.026 0.068 -0.008 -0.016 0.025 0.010 0.102 0.002 -0.146 -0.009 0.087 -0.242 -0.038 0.017 0.038 -0.032 -0.002 -0.028 0.105 0.039 0.090 -0.082 -0.011 0.133 -0.055 -0.010 -0.070 0.402 -0.063 0.117 0.083

Spremenljivke po komponentah (|loading| >= 0.3)

F1: Age, CockcraftGaultIndexPreop, CC50_1.0, AcuteKidneyFailure_1.0, GFRLaurisProdop60NotNormal_1.0, GFRLaurisPostop1stDay60NotNorm_1.0, GFRLaurisPostop2ndDay60NotNorm_1.0
F2: DurationOfTheOperation, NumberOfGrafts, AorticClampingTime, BypassOperationTime, CPBTime100Min_1.0
F3: NumberOfReintubations, SumOtherInfectYN_1.0, RespiratoryFailureYN_1.0, ProlongedMechanicalVentilation_1.0, Reintubation_1.0, Tracheotomy_1.0
F4: EjectionFractionEF, EUROscore, CardiogenicSchockYN_1.0, KongestiveHeartFailure_1.0, EF50_1.0, IABPPreoperatively_1.0
F5: PlateletsPreoperatively, PlateletsFirstPostoperativeDay, PlateletsSecondPostoperativeDa
F6: TotalDrainage, NumberOfPlasmaUnits, PlateletUnitNumber, RethoracotomyYN_1.0, CoagulationDisorder_1.0, Rebleeding_1.0, MoreThan2UnitsOfErythrocytes_1.0
F7: TotalDrainage, Drainage24h, Drainage24hMlKg
F8: CC50_1.0, ChronicDialysis_1.0, RenalReplacementTherapy_1.0, SaEtAlCreatinine226MgDdlOrPost_1.0
F9: Diabetes_1.0, DiabetesPerOsTherapie_1.0, DiabetesOnInsuline_1.0, PoorGlycemicControlPrediabetes_1.0
F10: PreviousOperationCABG_1.0, PreviousCardiacOperation_1.0
F11: LeukocytesPreoperatively, LeukocytesFirstPostoperativeDa, LeukocytesSecondPostoperativeD
F12: PerifernoArterijskoObolenje_1.0, ExtracardiacArteriopathy_1.0
F13: EUROscore, HospitalizationBeforeSurgeryMo_1.0, UnstableAnginaPectoris_1.0, Emergency_1.0, LowOutputYN_1.0
F14: HbPreoperativelyGDl, HbFirstPostoperativeDayGDl, HbSecondPostoperativeDayGDl
F15: PsychoSyndrome_1.0, TherapyRelevantPsychoSyndrome_1.0
F16: ITA_1.0, BIMA_1.0
F17: AtrialFibrillationYN_1.0, AtrialAppendageClosure_1.0
F18: AtrialFibrillationPostopNewOns_1.0, Cardioversion_1.0
F19: FormerSmoker_1.0, CurrentSmoker_1.0
F20: Age, BMI, CockcraftGaultIndexPreop, CC5085_1.0
F21: ACEInhibitors_1.0, ATIIAntagonists_1.0, Betablocker_1.0
F22: LMMainStenosisOfLeftMainCorona_1.0, Urgent_1.0
F23: PericardialEffusion, BoneWaxFolG_1.0
F24: Hypertension_1.0, Hyperlipidemia_1.0, Betablocker_1.0
F25: EUROscore, StrokeBeforeOp_1.0, EUROscore10_1.0
F26: RethoracotomyYN_1.0, InfarctionPerioperativelyYN_1.0, NewOperationOnPump_1.0
F27: HbPreoperativelyGDl, Gender_1.0, Transfusion_1.0, MoreThan2UnitsOfErythrocytes_1.0, HbPreop12GDl_1.0, CRPLaurisPreop3NotNormal_1.0
F28: MinimumTemperature, INRFirstPostoperativeDay
F29: CRPLaurisPostop1stDay3NotNorma_1.0, CRPLaurisPostop2ndDay3NotNorma_1.0
F30: Gender_1.0, ChronicLungDiseaseYN_1.0, AorticCalcificatio_1.0, TiesselFibrinGlueMl_1.0
F31: CardiogenicSchockYN_1.0, PreoperativeInfectionYN_1.0, VentilationBeforeOperation_1.0
F32: PCI_1.0, RecentMIWithin90Days_1.0
F33: NYHA3rdOr4thCategory_1.0, BoneWaxOsteneG_1.0, VancomycinG_1.0
F34: BMI, PneumothoraxJN_1.0, PleuralEffusion_1.0
F35: INRSecondPostoperativeDay
F36: LiverDiseaseYN_1.0
F37: ChronicLungDiseaseYN_1.0, StrokeJN_1.0

2.3 Interpretacija rezultatov

Factor Variables Suggested Label Clinical domain Interpretation
F1 CockcraftGaultIndexPreop, CC50_1.0, AcuteKidneyFailure_1.0, GFRLaurisProdop60NotNormal_1.0, GFRLaurisPostop1stDay60NotNorm_1.0, GFRLaurisPostop2ndDay60NotNorm_1.0 Renal dysfunction (baseline → early postop) Renal Co-loading of preop renal function (Cockcroft–Gault / CC threshold) with early postop low GFR and AKI flags suggests a kidney impairment axis capturing patients with reduced baseline reserve and early postoperative deterioration.
F2 DurationOfTheOperation, NumberOfGrafts, AorticClampingTime, BypassOperationTime, CPBTime100Min_1.0 Operative complexity & CPB exposure Intraoperative / perfusion Longer surgery, more grafts, longer clamp/CPB times cluster as a procedural burden dimension (technical complexity and ischemic/perfusion exposure).
F3 NumberOfReintubations, SumOtherInfectYN_1.0, AcuteKidneyFailure_1.0, RespiratoryFailureYN_1.0, ProlongedMechanicalVentilation_1.0, Reintubation_1.0, Tracheotomy_1.0, SaEtAlCreatinine226MgDdlOrPost_1.0 Severe postoperative organ failure (respiratory ± renal) & infection burden ICU complications This factor groups reintubation/tracheotomy/prolonged ventilation with respiratory failure, plus AKI/creatinine threshold and “other infection” → a high-severity postoperative course phenotype (multi-organ stress, ICU escalation).
F4 EjectionFractionEF, CardiogenicSchockYN_1.0, KongestiveHeartFailure_1.0, EF50_1.0, IABPPreoperatively_1.0 LV dysfunction & hemodynamic instability Cardiac / hemodynamics EF measures + CHF/cardiogenic shock + preop IABP indicate a low-cardiac-output / unstable circulation axis.
F5 BMI, CockcraftGaultIndexPreop, ObesityBMI30_1.0 Body habitus (obesity) with renal reserve Anthropometric / renal Obesity measures co-loading with Cockcroft–Gault suggests a mixed axis where body size and renal function estimate move together (note CG depends on weight). Often reflects obesity-related risk intertwined with renal reserve measurement.
F6 PlateletsPreoperatively, PlateletsFirstPostoperativeDay, PlateletsSecondPostoperativeDa Platelet trajectory (preop → day2) Hematology Tracks platelet baseline and early postoperative trend—captures thrombocytopenia tendency and/or platelet consumption over first 48h.
F7 TotalDrainage, Drainage24h, Drainage24hMlKg Early postoperative bleeding output Bleeding / postoperative care Drainage variables co-loading represent a bleeding/drain output axis, including weight-normalized bleeding intensity.
F8 ChronicDialysis_1.0, RenalReplacementTherapy_1.0, SaEtAlCreatinine226MgDdlOrPost_1.0 Advanced renal failure / RRT Renal Chronic dialysis + RRT + high creatinine threshold indicates severe CKD/ESRD or renal-support requirement dimension.
F9 TotalDrainage, NumberOfPlasmaUnits, PlateletUnitNumber, RethoracotomyYN_1.0, CoagulationDisorder_1.0, Rebleeding_1.0, MoreThan2UnitsOfErythrocytes_1.0 Hemorrhage requiring transfusion & re-exploration Bleeding / transfusion Drainage + blood products (plasma/platelets/RBC) + coagulation disorder + rebleeding/rethoracotomy cluster as major bleeding event management.
F10 PerifernoArterijskoObolenje_1.0, ExtracardiacArteriopathy_1.0 Peripheral/extracardiac vascular disease Vascular comorbidity Captures systemic atherosclerotic burden outside the heart—diffuse vascular disease phenotype.
F11 PreviousOperationCABG_1.0, PreviousCardiacOperation_1.0 Redo cardiac surgery history Surgical history Prior CABG / prior cardiac operation → reoperative risk / adhesions / complexity dimension.
F12 LeukocytesPreoperatively, LeukocytesFirstPostoperativeDa, LeukocytesSecondPostoperativeD Leukocyte trajectory (baseline → day2) Inflammation / infection markers Represents systemic inflammatory response / leukocytosis pattern across perioperative period—often stress/inflammation axis (not necessarily infection by itself).
F13 Hypertension_1.0, Hyperlipidemia_1.0, Betablocker_1.0 Cardiometabolic risk background (HTN/HLD) + beta-blocker use Chronic CV risk / meds Clusters common chronic risk factors and a typical therapy marker → a baseline CV risk + treatment dimension.
F14 HbPreoperativelyGDl, HbFirstPostoperativeDayGDl, HbSecondPostoperativeDayGDl Hemoglobin trajectory (anemia / dilution / bleeding) Hematology / bleeding Baseline and early postop Hb move together—captures anemia burden and/or perioperative blood loss/hemodilution pattern.
F15 PsychoSyndrome_1.0, TherapyRelevantPsychoSyndrome_1.0 Neuropsychiatric vulnerability Neuropsychiatric Indicates presence and clinical relevance of psycho-syndrome—often aligns with delirium risk / cognitive vulnerability / psychiatric comorbidity.
F16 Diabetes_1.0, DiabetesPerOsTherapie_1.0, DiabetesOnInsuline_1.0, PoorGlycemicControlPrediabetes_1.0 Diabetes severity & control Metabolic / endocrine Spectrum from prediabetes/poor control to oral therapy to insulin → glycemic disease severity axis.
F17 ITA_1.0, BIMA_1.0 Arterial graft strategy Surgical technique Use of (single) ITA vs bilateral mammary (BIMA) reflects conduit choice / technique preference and often patient selection.
F18 AtrialFibrillationYN_1.0, AtrialAppendageClosure_1.0 Preexisting AF & appendage management Rhythm / anticoagulation strategy AF history plus LAA closure indicates a baseline AF phenotype with surgical management marker.
F19 HospitalizationBeforeSurgeryMo_1.0, UnstableAnginaPectoris_1.0, Emergency_1.0, LowOutputYN_1.0 Preop instability / emergent course Acuity / hemodynamics Hospitalization before surgery + unstable angina + emergency + low output → high-acuity presentation dimension.
F20 FormerSmoker_1.0, CurrentSmoker_1.0 Smoking exposure Lifestyle / pulmonary risk Differentiates patients by smoking history—often correlates with pulmonary risk and systemic vascular burden.
F21 PericardialEffusion, BoneWaxFolG_1.0 Pericardial fluid & surgical adjunct use Postop findings / operative adjuncts Links pericardial effusion measurement with bone wax use—may reflect surgical field/hemostasis practices and/or cases prone to effusions. Interpret primarily as a procedure/management style + local complication axis.
F22 HospitalizationBeforeSurgeryMo_1.0, LMMainStenosisOfLeftMainCorona_1.0, Urgent_1.0 Urgent left main disease Coronary anatomy / acuity Hospitalization + left main stenosis + urgent status → high-risk coronary anatomy driving urgent surgery.
F23 CardiogenicSchockYN_1.0, PreoperativeInfectionYN_1.0, VentilationBeforeOperation_1.0 Preop critical illness Critical care / infection Shock + preop infection + ventilated preop identifies critically ill patients (multi-insult baseline before surgery).
F24 ACEInhibitors_1.0, ATIIAntagonists_1.0, Betablocker_1.0 Chronic CV medication profile (RAAS blockade + BB) Medications A therapy-pattern factor—captures baseline medical management and possibly underlying hypertension/HF phenotype.
F25 CRPLaurisPostop1stDay3NotNorma_1.0, CRPLaurisPostop2ndDay3NotNorma_1.0 Early postoperative CRP elevation Inflammation / infection markers Tracks early inflammatory response; persistent abnormal CRP across day1–2 suggests stronger systemic response (not diagnostic alone).
F26 RethoracotomyYN_1.0, InfarctionPerioperativelyYN_1.0, NewOperationOnPump_1.0 Major postoperative adverse events requiring re-intervention Postop complications Re-exploration / periop MI / return to pump cluster as severe surgical-cardiac complication axis.
F27 Age, EUROscore, Age70_1.0, StrokeBeforeOp_1.0, EUROscore10_1.0 Global baseline operative risk (age/comorbidity) Risk stratification Age + EuroSCORE thresholds + prior stroke → a high-risk baseline dimension (frailty/comorbidity reflected in score).
F28 HbPreoperativelyGDl, Gender_1.0, Transfusion_1.0, MoreThan2UnitsOfErythrocytes_1.0, HbPreop12GDl_1.0, CRPLaurisPreop3NotNormal_1.0 Preop anemia/inflammation & transfusion propensity (sex-linked) Hematology / transfusion / inflammation Combines anemia thresholds, sex, transfusion markers and preop CRP abnormality → a baseline reserve + inflammatory state axis that aligns with likelihood of transfusion (and sex differences in Hb distribution).
F29 MinimumTemperature, INRFirstPostoperativeDay Hypothermia–coagulopathy signal Coagulation / perfusion Lower minimum temperature (often CPB-related) alongside INR elevation suggests a perioperative coagulopathy tendency dimension.
F30 StrokeJN_1.0, BoneWaxOsteneG_1.0, VancomycinG_1.0 Neuro event with operative material/antibiotic markers Neurologic + operative adjuncts Stroke clusters with markers of intraop adjuncts/antibiotic use—often reflects case complexity / surgeon practice patterns rather than direct causation; interpret as a stroke-associated management cluster.
F31 PericardDrainage_1.0, AorticCalcificatio_1.0, VancomycinG_1.0, TiesselFibrinGlueMl_1.0 Calcified aorta & hemostatic/adjunct use Aortic pathology / operative technique Aortic calcification + pericard drainage + fibrin glue/vancomycin suggests technically challenging cases with more adjunct hemostasis and drainage management.
F32 PCI_1.0, RecentMIWithin90Days_1.0 Recent coronary event/intervention Coronary history Captures recent MI / PCI—an acute coronary timeline dimension.
F33 AtrialFibrillationPostopNewOns_1.0, Cardioversion_1.0 New-onset postoperative AF requiring intervention Rhythm complications New-onset postop AF plus cardioversion → clinically significant arrhythmia management axis.
F34 Age, CockcraftGaultIndexPreop, Age70_1.0, CC5085_1.0 Age-related renal reserve Renal / aging Age and Cockcroft–Gault thresholds together represent aging + renal clearance reserve (again CG is age-dependent).
F35 INRSecondPostoperativeDay Persistent coagulation abnormality (day 2) Coagulation A “single-marker” factor: INR day2 stands alone, suggesting distinct variance in ongoing coagulopathy/anticoagulation not fully captured elsewhere.
F36 LiverDiseaseYN_1.0 Liver disease Hepatic comorbidity Another single-marker factor: presence of liver disease forms its own axis—often important because of coagulation, metabolism, and infection-risk implications.
F37 NYHA3rdOr4thCategory_1.0, StrokeJN_1.0, PneumothoraxJN_1.0, PleuralEffusion_1.0 High functional limitation with pulmonary complications ± neuro event Cardio-pulmonary / outcomes Links severe HF symptoms (NYHA III/IV) with pleural complications and stroke marker—suggests a fragile cardiopulmonary phenotype prone to postoperative thoracic complications.
F38 ChronicLungDiseaseYN_1.0, StrokeJN_1.0 Chronic lung disease with neurologic event association Pulmonary comorbidity / neurologic Co-loading of chronic lung disease and stroke indicates a multimorbidity cluster (shared risk burden rather than a mechanistic pathway).