MODEL_NAME = general

general

FEAT_NAME = dem+words

demdem+topicsdem+words
topicswords

CLF_NAME = extreme_random_trees

extreme_random_treeslogistic_regr_l2

LABEL_NAME = any_drug

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