LEGEND_NAME = logistic_regr

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = venlafaxine

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_6_interpretation.txt
--- top neg features for task venlafaxine
rank   1/5126  feat_uid   2850  coef     -0.041775 X:amylase_c82150
rank   2/5126  feat_uid   5063  coef     -0.032507 X:routine_general_medical_examination_at_a_health_care_facility_v700
rank   3/5126  feat_uid   3155  coef     -0.031759 X:infectious_agent_antigen_detection_by_enzyme_immunoassay_technique+_qualitative_or_semiquantitative+_multiple_step_method;_hepatitis_b_surface_antigen_(hbsag)_c87340
rank   4/5126  feat_uid   3157  coef     -0.026566 X:infectious_agent_detection_by_nucleic_acid_(dna_or_rna);_chlamydia_trachomatis+_amplified_probe_technique_c87491
rank   5/5126  feat_uid   3519  coef     -0.026260 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_comprehensive_history;_a_comprehensive_examination;_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_moderate_to_high_severity._physicians_typically_spend_40_minutes_face-to-face_with_the_patient_and/or_family._c99215
rank   6/5126  feat_uid   3821  coef     -0.025399 X:omeprazole_d00325
rank   7/5126  feat_uid   2933  coef     -0.016083 X:lipoprotein+_direct_measurement;_high_density_cholesterol_(hdl_cholesterol)_c83718
rank   8/5126  feat_uid   1493  coef     -0.015810 X:pain_in_joint_involving_lower_leg_71946
rank   9/5126  feat_uid   3902  coef     -0.014429 X:lisinopril_d00732
rank  10/5126  feat_uid   2525  coef     -0.012729 X:radiologic_examination+_chest;_single_view+_frontal_c71010
rank  11/5126  feat_uid    901  coef     -0.012172 X:other_diseases_of_lung+_not_elsewhere_classified_51889
rank  12/5126  feat_uid    303  coef     -0.011206 X:other_and_unspecified_hyperlipidemia_2724
rank  13/5126  feat_uid   3083  coef     -0.009201 X:immunoassay_for_tumor_antigen+_quantitative;_ca_15-3_(27.29)_c86300
rank  14/5126  feat_uid    529  coef     -0.007730 X:attention_deficit_disorder_of_childhood_with_hyperactivity_31401
rank  15/5126  feat_uid   2526  coef     -0.007654 X:radiologic_examination+_chest+_two_views+_frontal_and_lateral_c71020
rank  16/5126  feat_uid   4921  coef     -0.007590 X:pregnant_state+_incidental_v222
rank  17/5126  feat_uid    665  coef     -0.007348 X:unspecified_essential_hypertension_4019
rank  18/5126  feat_uid   3023  coef     -0.007311 X:blood_count;_complete_(cbc)+_automated_(hgb+_hct+_rbc+_wbc_and_platelet_count)_c85027
rank  19/5126  feat_uid   5049  coef     -0.006932 X:other_specified_counseling_v6549
rank  20/5126  feat_uid   1748  coef     -0.006924 X:unspecified_chest_pain_78650

--- top pos features for task venlafaxine
rank   1/5126  feat_uid   4255  coef      0.046425 X:citalopram_d04332
rank   2/5126  feat_uid   3574  coef      0.031685 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   3/5126  feat_uid   3539  coef      0.017010 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   4/5126  feat_uid   2994  coef      0.015563 X:thyroid_stimulating_hormone_(tsh)_c84443
rank   5/5126  feat_uid    106  coef      0.012701 X:malignant_neoplasm_of_breast_(female)+_unspecified_1749
rank   6/5126  feat_uid   3196  coef      0.011606 X:level_c88305
rank   7/5126  feat_uid   2344  coef      0.009573 X:documentation_of_order_for_prophylactic_antibiotics_to_be_given_within_one_hour_(if_fluoroquinolone_or_vancomycin+_two_hours)_prior_to_surgical_incision_(or_start_of_procedure_when_no_incision_is_required)_c4047f
rank   8/5126  feat_uid   1208  coef      0.009184 X:menopausal_or_female_climacteric_states_6272
rank   9/5126  feat_uid   3410  coef      0.009111 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  10/5126  feat_uid   1421  coef      0.008900 X:rheumatoid_arthritis_7140
rank  11/5126  feat_uid   3310  coef      0.008280 X:electrocardiogram+_routine_ecg_with_at_least_12_leads;_interpretation_and_report_only_c93010
rank  12/5126  feat_uid    419  coef      0.007723 X:major_depressive_disorder+_recurrent_episode+_unspecified_degree_29630
rank  13/5126  feat_uid    584  coef      0.007278 X:migraine+_unspecified+_without_mention_of_intractable_migraine_34690
rank  14/5126  feat_uid    124  coef      0.007214 X:malignant_neoplasm_of_thyroid_gland_193
rank  15/5126  feat_uid    155  coef      0.006930 X:acute_myeloid_leukemia_without_mention_of_remission_20500
rank  16/5126  feat_uid    110  coef      0.006854 X:malignant_neoplasm_of_ovary_1830
rank  17/5126  feat_uid     74  coef      0.006790 X:malignant_neoplasm_of_rectum_1541
rank  18/5126  feat_uid   5012  coef      0.006424 X:encounter_for_antineoplastic_chemotherapy_v5811
rank  19/5126  feat_uid   1682  coef      0.006373 X:other_malaise_and_fatigue_78079
rank  20/5126  feat_uid    241  coef      0.006109 X:unspecified_hypothyroidism_2449