LEGEND_NAME = logistic_regr

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = amitriptyline

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_1_interpretation.txt
--- top neg features for task amitriptyline
rank   1/5126  feat_uid   3267  coef     -0.096057 X:psychiatric_diagnostic_interview_examination_c90801
rank   2/5126  feat_uid   3738  coef     -0.028115 X:lansoprazole_d00149
rank   3/5126  feat_uid   3309  coef     -0.019337 X:electrocardiogram+_routine_ecg_with_at_least_12_leads;_tracing_only+_without_interpretation_and_report_c93005
rank   4/5126  feat_uid   2808  coef     -0.016810 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   5/5126  feat_uid   5063  coef     -0.016410 X:routine_general_medical_examination_at_a_health_care_facility_v700
rank   6/5126  feat_uid   5010  coef     -0.015727 X:radiotherapy_encounter_v580
rank   7/5126  feat_uid   1215  coef     -0.015419 X:infertility+_female+_of_unspecified_origin_6289
rank   8/5126  feat_uid   3528  coef     -0.014983 X:subsequent_hospital_care+_per_day+_for_the_evaluation_and_management_of_a_patient+_which_requires_at_least_two_of_these_three_key_components:_a_problem_focused_interval_history;_a_problem_focused_examination;_medical_decision_making_that_is_straightforward_or_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_patient_is_stable+_recovering_or_improving._physicians_typically_spend_15_minutes_at_the_bedside_and_on_the_patient's_hospital_floor_or_unit._c99231
rank   9/5126  feat_uid   3237  coef     -0.014245 X:influenza_virus_vaccine+_trivalent+_split_virus+_when_administered_to_individuals_3_years_of_age_and_older+_for_intramuscular_use_c90658
rank  10/5126  feat_uid   5020  coef     -0.013341 X:encounter_for_long-term_(current)_use_of_anticoagulants_v5861
rank  11/5126  feat_uid   2994  coef     -0.011672 X:thyroid_stimulating_hormone_(tsh)_c84443
rank  12/5126  feat_uid    874  coef     -0.011406 X:asthma+_unspecified_without_mention_of_status_asthmaticus_49390
rank  13/5126  feat_uid    543  coef     -0.011212 X:paralysis_agitans_3320
rank  14/5126  feat_uid    113  coef     -0.011007 X:malignant_neoplasm_of_prostate_185
rank  15/5126  feat_uid   3140  coef     -0.010746 X:culture+_bacterial;_any_other_source_except_urine+_blood_or_stool+_with_isolation_and_presumptive_identification_of_isolates_c87070
rank  16/5126  feat_uid   3023  coef     -0.010707 X:blood_count;_complete_(cbc)+_automated_(hgb+_hct+_rbc+_wbc_and_platelet_count)_c85027
rank  17/5126  feat_uid    524  coef     -0.010639 X:depressive_disorder+_not_elsewhere_classified_311
rank  18/5126  feat_uid   3287  coef     -0.008666 X:pharmacologic_management+_including_prescription+_use+_and_review_of_medication_with_no_more_than_minimal_medical_psychotherapy_c90862
rank  19/5126  feat_uid   3902  coef     -0.008662 X:lisinopril_d00732
rank  20/5126  feat_uid   2770  coef     -0.008117 X:intensity_modulated_treatment_delivery+_single_or_multiple_fields/arcs+_via_narrow_spatially_and_temporally_modulated_beams_(eg+_binary+_dynamic_mlc)+_per_treatment_session_c77418

--- top pos features for task amitriptyline
rank   1/5126  feat_uid   3062  coef      0.078040 X:antinuclear_antibodies_(ana)_c86038
rank   2/5126  feat_uid   1714  coef      0.047177 X:headache_7840
rank   3/5126  feat_uid    584  coef      0.035982 X:migraine+_unspecified+_without_mention_of_intractable_migraine_34690
rank   4/5126  feat_uid    960  coef      0.029623 X:dyspepsia_and_other_specified_disorders_of_function_of_stomach_5368
rank   5/5126  feat_uid   1601  coef      0.020906 X:mylagia_and_myositis+_unspecified_7291
rank   6/5126  feat_uid    439  coef      0.019287 X:other_manic-depressive_psychosis_29689
rank   7/5126  feat_uid   1786  coef      0.017129 X:abdominal_pain+_unspecified_site_78900
rank   8/5126  feat_uid   4857  coef      0.016516 X:asymptomatic_human_immunodeficiency_virus_[hiv]_infection_status_v08
rank   9/5126  feat_uid   4954  coef      0.015188 X:heart_replaced_by_transplant_v421
rank  10/5126  feat_uid   3231  coef      0.013347 X:immunization_administration_(includes_percutaneous+_intradermal+_subcutaneous+_intramuscular_and_jet_injections);_one_vaccine_(single_or_combination_vaccine/toxoid)_c90471
rank  11/5126  feat_uid   4054  coef      0.013311 X:gabapentin_d03182
rank  12/5126  feat_uid    349  coef      0.013172 X:pernicious_anemia_2810
rank  13/5126  feat_uid   2831  coef      0.013112 X:urinalysis+_by_dip_stick_or_tablet_reagent_for_bilirubin+_glucose+_hemoglobin+_ketones+_leukocytes+_nitrite+_ph+_protein+_specific_gravity+_urobilinogen+_any_number_of_these_constituents;_automated+_without_microscopy_c81003
rank  14/5126  feat_uid    500  coef      0.012827 X:other+_mixed+_or_unspecified_drug_abuse+_unspecified_use_30590
rank  15/5126  feat_uid   2924  coef      0.012145 X:iron_binding_capacity_c83550
rank  16/5126  feat_uid   4921  coef      0.011507 X:pregnant_state+_incidental_v222
rank  17/5126  feat_uid   3651  coef      0.011020 X:ibuprofen_d00015
rank  18/5126  feat_uid   2766  coef      0.010556 X:radiation_treatment_delivery+_three_or_more_separate_treatment_areas+_custom_blocking+_tangential_ports+_wedges+_rotational_beam+_compensators+_special_particle_beam_(eg+_electron_or_neutrons);_6-10_mev_c77413
rank  19/5126  feat_uid   1547  coef      0.010461 X:backache+_unspecified_7245
rank  20/5126  feat_uid   2837  coef      0.010334 X:albumin;_serum_c82040