BrCa Raw Results (models evaluation)

Parameter All_parametervariables wide_selection_of_biology_and_chemistry_variables chemistry_variables biology_variables few_selected_biology_variables Experiment
Sensitivity 0.98894661 0.58980878 0.98850448 0.50712944 0.4587156 Rpart
Specificity 0.99125856 0.96096191 0.99122345 0.93754608 0.94653326 Rpart
Pos Pred Value 0.97292301 0.82754342 0.9728054 0.72059054 0.73153534 Rpart
Neg Pred Value 0.99647092 0.88061382 0.99633015 0.85692283 0.84629147 Rpart
Precision 0.97292301 0.82754342 0.9728054 0.72059054 0.73153534 Rpart
Recall 0.98894661 0.58980878 0.98850448 0.50712944 0.4587156 Rpart
F1 0.98086937 0.6887383 0.98059211 0.59530297 0.5638587 Rpart
Prevalence 0.24104764 0.24104764 0.24104764 0.24104764 0.24104764 Rpart
Detection Rate 0.23838325 0.14217201 0.23827667 0.12224235 0.11057231 Rpart
Detection Prevalence 0.24501758 0.17180006 0.24493765 0.16964191 0.15115102 Rpart
Balanced Accuracy 0.99010258 0.77538534 0.98986396 0.72233776 0.70262443 Rpart
Accuracy 0.99070127 0.87149632 0.99056805 0.83379516 0.82894597 Rpart
Kappa 0.97472782 0.61062289 0.97436287 0.49467372 0.4643337 Rpart
AccuracyLower 0.98967799 0.86806863 0.98953793 0.82998989 0.82509766 Rpart
AccuracyUpper 0.9916475 0.87486643 0.99152116 0.83754871 0.83274331 Rpart
AccuracyNull 0.75895236 0.75895236 0.75895236 0.75895236 0.75895236 Rpart
AccuracyPValue 0 0 0 1.43E-273 4.21E-238 Rpart
McnemarPValue 2.33E-15 2.75E-306 1.29E-14 3.43E-252 0 Rpart
Sensitivity 0.59290372 0.59290372 0.33856527 0.51597215 0.47816956 NB
Specificity 0.83809022 0.83809022 0.93189398 0.77984904 0.84830613 NB
Pos Pred Value 0.53769046 0.53769046 0.61223266 0.42673005 0.50028912 NB
Neg Pred Value 0.8663449 0.8663449 0.81604107 0.83533261 0.83655877 NB
Precision 0.53769046 0.53769046 0.61223266 0.42673005 0.50028912 NB
Recall 0.59290372 0.59290372 0.33856527 0.51597215 0.47816956 NB
F1 0.5639489 0.5639489 0.43601423 0.46712699 0.48897932 NB
Prevalence 0.24104764 0.24104764 0.24104764 0.24104764 0.24104764 NB
Detection Rate 0.14291804 0.14291804 0.08161036 0.12437387 0.11526164 NB
Detection Prevalence 0.26579985 0.26579985 0.13329958 0.29145796 0.23039007 NB
Balanced Accuracy 0.71549697 0.71549697 0.63522962 0.64791059 0.66323784 NB
Accuracy 0.7789886 0.7789886 0.78887349 0.71624214 0.75908558 NB
Kappa 0.41640473 0.41640473 0.31913152 0.27611884 0.33147618 NB
AccuracyLower 0.77475599 0.77475599 0.78470911 0.7116513 0.75472594 NB
AccuracyUpper 0.783178 0.783178 0.79299313 0.7207995 0.7634051 NB
AccuracyNull 0.75895236 0.75895236 0.75895236 0.75895236 0.75895236 NB
AccuracyPValue 2.65E-20 2.65E-20 2.56E-43 1 0.47875926 NB
McnemarPValue 2.22E-24 2.22E-24 0 5.34E-75 2.72E-05 NB
Sensitivity 0.98319885 0.98905715 0.96761357 0.41593899 0.98297778 RF
Specificity 0.99571704 0.99799895 0.99905213 0.96517465 0.9971915 RF
Pos Pred Value 0.98647 0.99367018 0.99692518 0.7913775 0.99108436 RF
Neg Pred Value 0.99466947 0.9965296 0.98980905 0.8387894 0.99460765 RF
Precision 0.98647 0.99367018 0.99692518 0.7913775 0.99108436 RF
Recall 0.98319885 0.98905715 0.96761357 0.41593899 0.98297778 RF
F1 0.98483171 0.9913583 0.98205071 0.54528329 0.98701443 RF
Prevalence 0.24104764 0.24104764 0.24104764 0.24104764 0.24104764 RF
Detection Rate 0.23699776 0.23840989 0.23324097 0.10026111 0.23694447 RF
Detection Prevalence 0.24024832 0.23992859 0.23396035 0.12669189 0.23907599 RF
Balanced Accuracy 0.98945795 0.99352805 0.98333285 0.69055682 0.99008464 RF
Accuracy 0.99269956 0.99584355 0.99147394 0.83278269 0.99376532 RF
Kappa 0.98002471 0.98862205 0.97646145 0.45471781 0.98291242 RF
AccuracyLower 0.99178575 0.99513943 0.99049141 0.82896834 0.99291623 RF
AccuracyUpper 0.99353584 0.99646914 0.99237925 0.83654548 0.99453658 RF
AccuracyNull 0.75895236 0.75895236 0.75895236 0.75895236 0.75895236 RF
AccuracyPValue 0 0 0 6.12E-266 0 RF
McnemarPValue 0.07978171 0.00102845 1.19E-49 0 1.82E-06 RF