MODEL_NAME = general
FEAT_NAME = dem+words
CLF_NAME = extreme_random_trees
LABEL_NAME = 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=extra_trees-class_weight=balanced/1/clf_0_interpretation.txt
--- top features by importance score for task any_drug_stable
rank 1/9266 feat_uid 9150 mean 0.039982 stddev 0.0300 X:routine_general_medical_examination_at_a_health_care_facility_v700
rank 2/9266 feat_uid 9265 mean 0.017595 stddev 0.0041 date_numeric_yrs_from_1970
rank 3/9266 feat_uid 9264 mean 0.013252 stddev 0.0032 age
rank 4/9266 feat_uid 5815 mean 0.013209 stddev 0.0143 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;_40-64_years_c99396
rank 5/9266 feat_uid 8808 mean 0.012908 stddev 0.0149 X:need_for_prophylactic_vaccination_and_inoculation+_influenza_v0481
rank 6/9266 feat_uid 5332 mean 0.011079 stddev 0.0127 X:influenza_virus_vaccine+_split_virus+_3_years_and_above_dosage+_for_intramuscular_or_jet_injection_use_c90658
rank 7/9266 feat_uid 4757 mean 0.009760 stddev 0.0109 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 8/9266 feat_uid 5751 mean 0.009422 stddev 0.0088 X:office_or_other_outpatient_visit_for_the_evaluation_and_management_of_an_established_patient+_which_requires_at_least_two_of_these_three_key_components:_a_detailed_history;_a_detailed_examination;_medical_decision_making_of_moderate_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_moderate_to_high_severity._physicians_typically_spend_25_minutes_face-to-face_with_the_patient_and/or_family_c99214
rank 9/9266 feat_uid 9256 mean 0.008685 stddev 0.0024 dem:gender_F
rank 10/9266 feat_uid 5750 mean 0.008122 stddev 0.0087 X:office_or_other_outpatient_visit_for_the_evaluation_and_management_of_an_established_patient+_which_requires_at_least_two_of_these_three_key_components:_an_expanded_problem_focused_history;_an_expanded_problem_focused_examination;_medical_decision_making_of_low_complexity._counseling_and_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_low_to_moderate_severity._physicians_typically_spend_15_minutes_face-to-face_with_the_patient_and/or_family_c99213
rank 11/9266 feat_uid 9257 mean 0.008032 stddev 0.0022 dem:gender_M
rank 12/9266 feat_uid 9169 mean 0.007401 stddev 0.0093 X:routine_gynelogical_exam_v7231
rank 13/9266 feat_uid 8031 mean 0.007277 stddev 0.0061 X:azithromycin_rxnorm:18631
rank 14/9266 feat_uid 8392 mean 0.007181 stddev 0.0037 X:bupropion_rxnorm:42347
rank 15/9266 feat_uid 3991 mean 0.006898 stddev 0.0061 X:collection_of_venous_blood_by_venipuncture_c36415
rank 16/9266 feat_uid 5373 mean 0.006163 stddev 0.0030 X:psychiatric_diagnostic_interview_examination_c90801
rank 17/9266 feat_uid 5745 mean 0.005760 stddev 0.0020 X:office_or_other_outpatient_visit_for_the_evaluation_and_management_of_a_new_patient+_which_requires_these_three_key_components:_a_detailed_history;_a_detailed_examination;_and_medical_decision_making_of_low_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_moderate_severity._physicians_typically_spend_30_minutes_face-to-face_with_the_patient_and/or_family._c99203
rank 18/9266 feat_uid 5774 mean 0.005681 stddev 0.0018 X:office_consultation_for_a_new_or_established_patient+_which_requires_these_three_key_components:_a_comprehensive_history;_a_comprehensive_examination;_and_medical_decision_making_of_moderate_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_moderate_to_high_severity._physicians_typically_spend_60_minutes_face-to-face_with_the_patient_and/or_family._c99244
rank 19/9266 feat_uid 823 mean 0.005615 stddev 0.0040 X:adjustment_reaction_with_prolonged_depressive_reaction_3091
rank 20/9266 feat_uid 8490 mean 0.005430 stddev 0.0030 X:ibuprofen_rxnorm:5640