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 |