general |
dem | dem+topics | dem+words |
topics | words |
extreme_random_trees | logistic_regr_l2 |
any_drug |
SNAPSHOT_SRCFILE: /PHShome/mch42/results/psych_traj_20181109/20190423-stability_def=use_durations/20190807-y=general-split=50_25_25-feature_arr_names=X,dem,age,date_numeric_yrs_from_1970-classifier_name=logistic_regression_l2-class_weight=balanced/1/clf_0_interpretation.txt
--- top neg features for task any_drug_stable rank 1/9266 feat_uid 5373 coef -0.028111 X:psychiatric_diagnostic_interview_examination_c90801 rank 2/9266 feat_uid 8008 coef -0.022427 X:mirtazapine_rxnorm:15996 rank 3/9266 feat_uid 4761 coef -0.021000 X:drug_screen+_qualitative;_multiple_drug_classes_chromatographic_method+_each_procedure_c80100 rank 4/9266 feat_uid 823 coef -0.018580 X:adjustment_reaction_with_prolonged_depressive_reaction_3091 rank 5/9266 feat_uid 8259 coef -0.018218 X:escitalopram_rxnorm:321988 rank 6/9266 feat_uid 8392 coef -0.016847 X:bupropion_rxnorm:42347 rank 7/9266 feat_uid 8933 coef -0.016496 X:supervision_of_normal_first_pregnancy_v220 rank 8/9266 feat_uid 4383 coef -0.016031 X:computed_tomography+_head_or_brain;_without_contrast_material_c70450 rank 9/9266 feat_uid 5444 coef -0.015118 X:electrocardiogram+_routine_ecg_with_at_least_12_leads;_interpretation_and_report_only_c93010 rank 10/9266 feat_uid 108 coef -0.014997 X:malignant_neoplasm_of_esophagus+_unspecified_1509 rank 11/9266 feat_uid 5790 coef -0.014176 X:emergency_department_visit_for_the_evaluation_and_management_of_a_patient+_which_requires_these_three_key_components_within_the_constraints_imposed_by_the_urgency_of_the_patient's_clinical_condition_and/or_mental_status:_a_comprehensive_history;_a_comprehensive_examination;_and_medical_decision_making_of_high_complexity._counseling_and/or_coordination_of_care_with_other_providers_or_agencies_are_provided_consistent_with_the_nature_of_the_problem(s)_and_the_patient's_and/or_family's_needs._usually+_the_presenting_problem(s)_are_of_high_severity_and_pose_an_immediate_significant_threat_to_life_or_physiologic_function._c99285 rank 12/9266 feat_uid 8480 coef -0.013915 X:oxybutynin_chloride_rxnorm:54251 rank 13/9266 feat_uid 5443 coef -0.013661 X:electrocardiogram+_routine_ecg_with_at_least_12_leads;_tracing_only+_without_interpretation_and_report_c93005 rank 14/9266 feat_uid 6131 coef -0.013568 X:unspecified_fall_e8889 rank 15/9266 feat_uid 5743 coef -0.013291 X:office_or_other_outpatient_visit_for_the_evaluation_and_management_of_a_new_patient+_which_requires_these_three_key_components:_a_problem_focused_history;_a_problem_focused_examination;_and_straightforward_medical_decision_making._counseling_and/or_coordination_of_care_with_other_providers_or_agencies_are_provided_consistent_with_the_nature_of_the_problem(s)_and_the_patient's_and/or_family's_needs._usually+_the_presenting_problems_are_self_limited_or_minor._physicians_typically_spend_10_minutes_face-to-face_with_the_patient_and/or_family._c99201 rank 16/9266 feat_uid 9183 coef -0.012256 X:preoperative_cardiovascular_examination_v7281 rank 17/9266 feat_uid 2723 coef -0.011770 X:diarrhea_78791 rank 18/9266 feat_uid 9185 coef -0.011554 X:other_specified_preoperative_examination_v7283 rank 19/9266 feat_uid 4861 coef -0.011530 X:carcinoembryonic_antigen_(cea)_c82378 rank 20/9266 feat_uid 712 coef -0.011320 X:other_and_unspecified_reactive_psychosis_2988 --- top pos features for task any_drug_stable rank 1/9266 feat_uid 9150 coef 0.028485 X:routine_general_medical_examination_at_a_health_care_facility_v700 rank 2/9266 feat_uid 8741 coef 0.021931 X:prednisone_rxnorm:8640 rank 3/9266 feat_uid 8131 coef 0.021289 X:cephalexin_rxnorm:2231 rank 4/9266 feat_uid 8490 coef 0.020573 X:ibuprofen_rxnorm:5640 rank 5/9266 feat_uid 5728 coef 0.019525 X:handling_and/or_conveyance_of_specimen_for_transfer_from_the_physician's_office_to_a_laboratory_c99000 rank 6/9266 feat_uid 4757 coef 0.018697 X:lipid_panel_this_panel_must_include_the_following:_cholesterol+_serum+_total_(82465)_lipoprotein+_direct_measurement+_high_density_cholesterol_(hdl_cholesterol)_(83718)_triglycerides_(84478)_c80061 rank 7/9266 feat_uid 7926 coef 0.017520 X:sulfamethoxazole/trimethoprim_rxnorm:10831 rank 8/9266 feat_uid 8425 coef 0.016666 X:alendronate_rxnorm:46041 rank 9/9266 feat_uid 8345 coef 0.015099 X:sumatriptan_rxnorm:37418 rank 10/9266 feat_uid 8505 coef 0.014929 X:varenicline_rxnorm:591622 rank 11/9266 feat_uid 5814 coef 0.014777 X:periodic_comprehensive_preventive_medicine_reevaluation_and_management_of_an_individual_including_an_age_and_gender_appropriate_history+_examination+_counseling/anticipatory_guidance/risk_factor_reduction_interventions+_and_the_ordering_of_appropriate_immunization(s)+_laboratory/diagnostic_procedures+_established_patient;_18-39_years_c99395 rank 12/9266 feat_uid 8650 coef 0.014736 X:naproxen_rxnorm:7258 rank 13/9266 feat_uid 402 coef 0.014286 X:nontoxic_uninodular_goiter_2410 rank 14/9266 feat_uid 8721 coef 0.014269 X:atorvastatin_rxnorm:83367 rank 15/9266 feat_uid 7948 coef 0.013641 X:levetiracetam_rxnorm:114477 rank 16/9266 feat_uid 8642 coef 0.013336 X:amoxicillin_rxnorm:723 rank 17/9266 feat_uid 8031 coef 0.013261 X:azithromycin_rxnorm:18631 rank 18/9266 feat_uid 8554 coef 0.012709 X:lovastatin_rxnorm:6472 rank 19/9266 feat_uid 223 coef 0.012363 X:malignant_neoplasm_of_brain+_unspecified_1919 rank 20/9266 feat_uid 8372 coef 0.012253 X:erythromycin_rxnorm:4053