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
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