MODEL_NAME = specific
FEAT_NAME = words
CLF_NAME = extreme_random_trees
LABEL_NAME = venlafaxine
SNAPSHOT_SRCFILE:
/PHShome/mch42/results/psych_traj_20181109/20190423-stability_def=use_durations/20190807-y=specific_current_drug_stable-split=50_25_25-feature_arr_names=X-classifier_name=extra_trees-class_weight=balanced/1/clf_10_interpretation.txt
--- top features by importance score for task venlafaxine
rank 1/9256 feat_uid 9169 mean 0.025833 stddev 0.0387 X:routine_gynelogical_exam_v7231
rank 2/9256 feat_uid 8362 mean 0.024018 stddev 0.0338 X:venlafaxine_rxnorm:39786
rank 3/9256 feat_uid 4046 mean 0.020342 stddev 0.0369 X:biopsy_or_excision_of_lymph_node(s);_open+_deep_axillary_node(s)_c38525
rank 4/9256 feat_uid 9150 mean 0.018635 stddev 0.0365 X:routine_general_medical_examination_at_a_health_care_facility_v700
rank 5/9256 feat_uid 5810 mean 0.017320 stddev 0.0237 X:initial_comprehensive_preventive_medicine_evaluation_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+_new_patient;_40-64_years_c99386
rank 6/9256 feat_uid 5815 mean 0.014799 stddev 0.0323 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 7/9256 feat_uid 8642 mean 0.013292 stddev 0.0255 X:amoxicillin_rxnorm:723
rank 8/9256 feat_uid 4679 mean 0.012261 stddev 0.0219 X:dual-energy_x-ray_absorptiometry_(dxa)+_bone_density_study+_1_or_more_sites;_axial_skeleton_(eg+_hips+_pelvis+_spine)_c77080
rank 9/9256 feat_uid 5332 mean 0.011601 stddev 0.0269 X:influenza_virus_vaccine+_split_virus+_3_years_and_above_dosage+_for_intramuscular_or_jet_injection_use_c90658
rank 10/9256 feat_uid 8684 mean 0.010727 stddev 0.0212 X:omeprazole_rxnorm:7646
rank 11/9256 feat_uid 8278 mean 0.010352 stddev 0.0189 X:paroxetine_rxnorm:32937
rank 12/9256 feat_uid 5751 mean 0.010318 stddev 0.0215 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 13/9256 feat_uid 4616 mean 0.010116 stddev 0.0275 X:unlisted_diagnostic_radiographic_procedure_c76499
rank 14/9256 feat_uid 8808 mean 0.010082 stddev 0.0239 X:need_for_prophylactic_vaccination_and_inoculation+_influenza_v0481
rank 15/9256 feat_uid 5254 mean 0.009477 stddev 0.0237 X:cytopathology+_cervical_or_vaginal_(any_reporting_system)+_collected_in_preservative_fluid+_automated_thin_layer_preparation;_with_screening_by_automated_system_and_manual_rescreening+_under_physician_supervision_c88175
rank 16/9256 feat_uid 336 mean 0.009235 stddev 0.0261 X:leiomyoma_of_uterus+_unspecified_2189
rank 17/9256 feat_uid 4669 mean 0.009100 stddev 0.0234 X:computer-aided_detection_(computer_algorithm_analysis_of_digital_image_data_for_lesion_detection)_with_further_physician_review_for_interpretation+_with_or_without_digitization_of_film_radiographic_images;_screening_mammography_(list_separately_in_addition_to_code_for_primary_procedure)_c77052
rank 18/9256 feat_uid 4672 mean 0.009027 stddev 0.0228 X:screening_mammography+_bilateral_(2-view_film_study_of_each_breast)_c77057
rank 19/9256 feat_uid 5746 mean 0.008190 stddev 0.0123 X:office_or_other_outpatient_visit_for_the_evaluation_and_management_of_a_new_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_45_minutes_face-to-face_with_the_patient_and/or_family._c99204
rank 20/9256 feat_uid 5373 mean 0.007916 stddev 0.0132 X:psychiatric_diagnostic_interview_examination_c90801