LEGEND_NAME = logistic_regr

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = citalopram

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = nan

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20171007baselines-feature_arr_names=X-classifier_name=logistic_regression-class_weight_opts=none/1/clf_8_interpretation.txt
--- top neg features for task citalopram
rank   1/5126  feat_uid   4255  coef     -1.116255 X:citalopram_d04332
rank   2/5126  feat_uid   3625  coef     -0.066991 X:at_least_one_prescription_created_during_the_encounter_was_generated_and_transmitted_electronically_using_a_qualified_erx_system_cg8553
rank   3/5126  feat_uid   4842  coef     -0.043430 X:need_for_prophylactic_vaccination_and_inoculation_against_influenza_v048
rank   4/5126  feat_uid   4054  coef     -0.029358 X:gabapentin_d03182
rank   5/5126  feat_uid   2989  coef     -0.028021 X:testosterone;_total_c84403
rank   6/5126  feat_uid   2320  coef     -0.021756 X:collection_of_blood_specimen_from_a_completely_implantable_venous_access_device_c36540
rank   7/5126  feat_uid   1601  coef     -0.021693 X:mylagia_and_myositis+_unspecified_7291
rank   8/5126  feat_uid    993  coef     -0.019637 X:diverticulitis_of_colon_without_mention_of_hemorrhage_56211
rank   9/5126  feat_uid   5026  coef     -0.018230 X:encounter_for_long-term_(current)_use_of_other_medications_v5869
rank  10/5126  feat_uid   2723  coef     -0.017868 X:ultrasound+_pelvic_(nonobstetric)+_b-scan_and/or_real_time_with_image_documentation;_complete_c76856
rank  11/5126  feat_uid   1368  coef     -0.016997 X:unspecified_pruritic_disorder_6989
rank  12/5126  feat_uid   4306  coef     -0.016178 X:esomeprazole_d04749
rank  13/5126  feat_uid   3138  coef     -0.014406 X:culture+_bacterial;_stool+_additional_pathogens+_isolation_and_preliminary_examination_(eg+_campylobacter+_yersinia+_vibrio+_e._coli_0157)+_each_plate_c87046
rank  14/5126  feat_uid   2881  coef     -0.014251 X:creatinine;_blood_c82565
rank  15/5126  feat_uid    422  coef     -0.013972 X:major_depressive_disorder+_recurrent_episode+_severe_degree+_without_mention_of_psychotic_behavior_29633
rank  16/5126  feat_uid   3410  coef     -0.013878 X:professional_services_for_the_supervision_of_preparation_and_provision_of_antigens_for_allergen_immunotherapy;_single_or_multiple_antigens_(specify_number_of_doses)_c95165
rank  17/5126  feat_uid   3460  coef     -0.013816 X:chemotherapy_administration+_intravenous;_push_technique+_single_or_initial_substance/drug_c96409
rank  18/5126  feat_uid    490  coef     -0.013634 X:tobacco_use_disorder_3051
rank  19/5126  feat_uid   1354  coef     -0.013039 X:contact_dermatitis_and_other_eczema+_unspecified_cause_6929
rank  20/5126  feat_uid     89  coef     -0.013012 X:malignant_neoplasm_of_bone_and_articular_cartilage+_site_unspecified_1709

--- top pos features for task citalopram
rank   1/5126  feat_uid   3135  coef      0.051176 X:compatibility_test_each_unit;_electronic_c86923
rank   2/5126  feat_uid   3708  coef      0.051069 X:azithromycin_d00091
rank   3/5126  feat_uid   2745  coef      0.037996 X:screening_mammography+_bilateral_(2-view_film_study_of_each_breast)_c77057
rank   4/5126  feat_uid   3785  coef      0.030946 X:hydrochlorothiazide_d00253
rank   5/5126  feat_uid   3573  coef      0.027930 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   6/5126  feat_uid   3738  coef      0.024298 X:lansoprazole_d00149
rank   7/5126  feat_uid   4071  coef      0.020698 X:ethinyl_estradiol-levonorgestrel_d03242
rank   8/5126  feat_uid    418  coef      0.020597 X:major_depressive_disorder+_recurrent_episode_2963
rank   9/5126  feat_uid   4069  coef      0.020550 X:ethinyl_estradiol-norethindrone_d03238
rank  10/5126  feat_uid   2808  coef      0.019744 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  11/5126  feat_uid   1946  coef      0.018346 X:rotator_cuff_(capsule)_sprain_8404
rank  12/5126  feat_uid   1717  coef      0.018226 X:aphasia_7843
rank  13/5126  feat_uid   2567  coef      0.017009 X:computed_tomography+_pelvis;_with_contrast_material(s)_c72193
rank  14/5126  feat_uid   2504  coef      0.016290 X:computed_tomography+_head_or_brain;_without_contrast_material_c70450
rank  15/5126  feat_uid   4080  coef      0.015928 X:codeine-guaifenesin_d03393
rank  16/5126  feat_uid   4130  coef      0.014525 X:ethinyl_estradiol-norgestimate_d03781
rank  17/5126  feat_uid    134  coef      0.014275 X:secondary_malignant_neoplasm_of_large_intestine_and_rectum_1975
rank  18/5126  feat_uid   3719  coef      0.013521 X:nitrofurantoin_d00112
rank  19/5126  feat_uid   1036  coef      0.012855 X:other_specified_disorders_of_liver_5738
rank  20/5126  feat_uid   5012  coef      0.012511 X:encounter_for_antineoplastic_chemotherapy_v5811