LEGEND_NAME = logistic_regr

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = sertraline

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_4_interpretation.txt
--- top neg features for task sertraline
rank   1/5126  feat_uid   3936  coef     -0.371914 X:sertraline_d00880
rank   2/5126  feat_uid   2805  coef     -0.032360 X:electrolyte_panel_this_panel_must_include_the_following:_carbon_dioxide_(82374)_chloride_(82435)_potassium_(84132)_sodium_(84295)_c80051
rank   3/5126  feat_uid   1714  coef     -0.019887 X:headache_7840
rank   4/5126  feat_uid   2686  coef     -0.019397 X:screening_mammography+_bilateral_(two_view_film_study_of_each_breast)_c76092
rank   5/5126  feat_uid   3310  coef     -0.017298 X:electrocardiogram+_routine_ecg_with_at_least_12_leads;_interpretation_and_report_only_c93010
rank   6/5126  feat_uid   3516  coef     -0.016588 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_problem_focused_history;_a_problem_focused_examination;_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_problem(s)_are_self_limited_or_minor._physicians_typically_spend_10_minutes_face-to-face_with_the_patient_and/or_family._c99212
rank   7/5126  feat_uid   1856  coef     -0.016306 X:nonspecific_reaction_to_tuberculin_skin_test_without_active_tuberculosis_7955
rank   8/5126  feat_uid   4288  coef     -0.016257 X:pantoprazole_d04514
rank   9/5126  feat_uid   3551  coef     -0.015297 X:emergency_department_visit_for_the_evaluation_and_management_of_a_patient+_which_requires_these_three_key_components:_an_expanded_problem_focused_history;_an_expanded_problem_focused_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_low_to_moderate_severity._c99282
rank  10/5126  feat_uid   2772  coef     -0.014882 X:radiation_treatment_management+_five_treatments_c77427
rank  11/5126  feat_uid   2873  coef     -0.014849 X:cholesterol+_serum_or_whole_blood+_total_c82465
rank  12/5126  feat_uid   2711  coef     -0.014196 X:ultrasound+_pregnant_uterus+_real_time_with_image_documentation+_fetal_and_maternal_evaluation+_after_first_trimester_(>_or_=_14_weeks_0_days)+_transabdominal_approach;_single_or_first_gestation_c76805
rank  13/5126  feat_uid   4985  coef     -0.013530 X:unspecified_problems_with_limbs_and_other_problems_v499
rank  14/5126  feat_uid   3540  coef     -0.013272 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_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_80_minutes_face-to-face_with_the_patient_and/or_family._c99245
rank  15/5126  feat_uid   2823  coef     -0.012252 X:tacrolimus_c80197
rank  16/5126  feat_uid   4204  coef     -0.011266 X:atorvastatin_d04105
rank  17/5126  feat_uid     66  coef     -0.011136 X:malignant_neoplasm_of_esophagus+_unspecified_1509
rank  18/5126  feat_uid    426  coef     -0.011035 X:bipolar_affective_disorder+_manic+_unspecified_degree_29640
rank  19/5126  feat_uid   3518  coef     -0.010599 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  20/5126  feat_uid   3167  coef     -0.010238 X:cytopathology+_cervical_or_vaginal_(any_reporting_system)+_collected_in_preservative_fluid+_automated_thin_layer_preparation;_manual_screening_under_physician_supervision_c88142

--- top pos features for task sertraline
rank   1/5126  feat_uid   2742  coef      0.050414 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   2/5126  feat_uid   3091  coef      0.041873 X:immunoassay_for_infectious_agent_antibody+_qualitative_or_semiquantitative+_single_step_method_(eg+_reagent_strip)_c86318
rank   3/5126  feat_uid   2709  coef      0.040498 X:ultrasound+_pregnant_uterus+_real_time_with_image_documentation+_fetal_and_maternal_evaluation+_first_trimester_(less_than_14_weeks_0_days)+_transabdominal_approach;_single_or_first_gestation_c76801
rank   4/5126  feat_uid   3625  coef      0.039239 X:at_least_one_prescription_created_during_the_encounter_was_generated_and_transmitted_electronically_using_a_qualified_erx_system_cg8553
rank   5/5126  feat_uid   4919  coef      0.036607 X:supervision_of_normal_first_pregnancy_v220
rank   6/5126  feat_uid   4255  coef      0.030640 X:citalopram_d04332
rank   7/5126  feat_uid    576  coef      0.021295 X:epilepsy+_unspecified+_without_mention_of_intractable_epilepsy_34590
rank   8/5126  feat_uid   3237  coef      0.020360 X:influenza_virus_vaccine+_trivalent+_split_virus+_when_administered_to_individuals_3_years_of_age_and_older+_for_intramuscular_use_c90658
rank   9/5126  feat_uid   3308  coef      0.018111 X:electrocardiogram+_routine_ecg_with_at_least_12_leads;_with_interpretation_and_report_c93000
rank  10/5126  feat_uid   3143  coef      0.017166 X:culture+_bacterial;_quantitative_colony_count+_urine_c87086
rank  11/5126  feat_uid   1310  coef      0.016673 X:other_advanced_maternal_age+_antepartum_condition_or_complication_65963
rank  12/5126  feat_uid   2895  coef      0.016507 X:gammaglobulin;_iga+_igd+_igg+_igm+_each_c82784
rank  13/5126  feat_uid   5049  coef      0.016017 X:other_specified_counseling_v6549
rank  14/5126  feat_uid    142  coef      0.015755 X:secondary_malignant_neoplasm_of_breast_19881
rank  15/5126  feat_uid   1979  coef      0.015573 X:intracranial_injury_of_other_and_unspecified_nature+_without_mention_of_open_intracranial_wound+_with_state_of_consciousness_unspecified_85400
rank  16/5126  feat_uid    423  coef      0.015496 X:major_depressive_disorder+_recurrent_episode+_severe_degree+_specified_as_with_psychotic_behavior_29634
rank  17/5126  feat_uid    783  coef      0.014588 X:embolism_and_thrombosis_of_unspecified_artery_4449
rank  18/5126  feat_uid   4864  coef      0.014102 X:personal_history_of_malignant_neoplasm_of_breast_v103
rank  19/5126  feat_uid   4920  coef      0.013557 X:supervision_of_other_normal_pregnancy_v221
rank  20/5126  feat_uid   1721  coef      0.013413 X:other_speech_disturbance_7845