MODEL_NAME = general

general

FEAT_NAME = dem+words

demdem+topicsdem+words
topicswords

CLF_NAME = logistic_regr_l2

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=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