LEGEND_NAME = ourBP_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = venlafaxine

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = 25.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20171012bpfrbest-mod_name=slda__tf-frac_labels=1.000-n_states=025-alpha=1.0100-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K025_f1.000-weight_x=0.0-weight_y=0001.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=20/2/lap0000005.000_topic_model_snapshot

15/25

-4.7


0.017 
office_or_other_outp

0.009 
type_ii_diabetes_mel

0.009 
unspecified_essentia

0.005 
office_or_other_outp

0.005 
periodic_comprehensi

0.005 
immunization_adminis

0.005 
hemoglobin;_glycated

0.004 
other_screening_mamm

0.004 
other_and_unspecifie

0.002 
creatinine;_other_so

0.002 
diabetes_mellitus_ty

0.002 
radiologic_examinati

0.001 
gonadotropin,_chorio

0.001 
periodic_comprehensi

0.001 
obesity,_unspecified

10/25

-4.6


0.008 
thromboplastin_time,

0.005 
infectious_agent_det

0.004 
bilirubin;_total_and

0.003 
troponin,_quantitati

0.003 
office_or_other_outp

0.003 
other_and_unspecifie

0.003 
culture,_bacterial;_

0.002 
arterial_catheteriza

0.002 
screening_mammograph

0.002 
apap/butalbital/caff

0.002 
unspecified_essentia

0.002 
immunization_adminis

0.002 
palpitations_7851   

0.002 
routine_venipuncture

0.002 
contact_dermatitis_a

20/25

-4.1


0.007 
triglycerides_c84478

0.004 
urinalysis,_by_dip_s

0.003 
abdominal_pain,_unsp

0.003 
office_consultation_

0.003 
infectious_agent_ant

0.002 
preoperative_examina

0.002 
screening_for_malign

0.002 
other_postsurgical_s

0.002 
culture,_bacterial;_

0.002 
acetaminophen_d00049

0.002 
allergic_rhinitis,_c

0.002 
blood,_occult,_by_pe

0.002 
gonadotropin,_chorio

0.002 
administration_of_in

0.001 
acute_pharyngitis_46

5/25

-4.0


0.011 
transferase;_asparta

0.010 
other_suspected_mate

0.007 
culture,_bacterial;_

0.007 
routine_general_medi

0.005 
emergency_department

0.003 
office_consultation_

0.002 
infectious_agent_det

0.002 
pregnant_state,_inci

0.002 
abdominal_pain,_unsp

0.001 
unspecified_essentia

0.001 
other_psoriasis_and_

0.001 
potassium_chloride_d

0.001 
supervision_of_other

0.001 
homocystine_c83090  

0.001 
preoperative_cardiov

11/25

-4.0


0.009 
carbon_dioxide_(bica

0.008 
casanthranol-docusat

0.005 
cefazolin_d00007    

0.004 
screening_for_malign

0.003 
lipoprotein,_direct_

0.003 
urinalysis,_by_dip_s

0.002 
immunocytochemistry_

0.002 
office_or_other_outp

0.002 
urinary_tract_infect

0.002 
culture,_bacterial;_

0.002 
other_chest_pain_786

0.002 
fibrin_degradation_p

0.002 
benign_essential_hyp

0.002 
physical_therapy_eva

0.002 
blood_count;_complet

21/25

-3.9


0.008 
urea_nitrogen;_quant

0.003 
office_or_other_outp

0.003 
headache_7840       

0.003 
office_or_other_outp

0.002 
nortriptyline_c80182

0.002 
migraine,_unspecifie

0.002 
office_or_other_outp

0.002 
physical_therapy_eva

0.002 
blood_count;_blood_s

0.002 
unlisted_chemistry_p

0.002 
thyroxine;_free_c844

0.002 
other_and_unspecifie

0.001 
mylagia_and_myositis

0.001 
bilirubin;_total_c82

0.001 
ibuprofen_d00015    

6/25

-3.9


0.006 
office_or_other_outp

0.004 
unspecified_essentia

0.004 
office_or_other_outp

0.003 
lipase_c83690       

0.002 
electrolyte_panel_th

0.002 
basic_metabolic_pane

0.002 
other_and_unspecifie

0.002 
hemoglobin;_glycated

0.002 
creatine_kinase_(ck)

0.002 
urea_nitrogen;_quant

0.002 
transferase;_alanine

0.002 
prolactin_c84146    

0.002 
other_specified_pers

0.002 
office_or_other_outp

0.002 
pneumonia,_organism_

24/25

-3.8


0.007 
glucose;_quantitativ

0.003 
office_or_other_outp

0.003 
comprehensive_metabo

0.002 
blood_count;_blood_s

0.002 
basic_metabolic_pane

0.002 
office_or_other_outp

0.002 
chronic_renal_failur

0.002 
phosphorus_inorganic

0.002 
routine_venipuncture

0.001 
blood_count;_complet

0.001 
office_or_other_outp

0.001 
culture,_presumptive

0.001 
other_malaise_and_fa

0.001 
acute_upper_respirat

0.001 
cough_7862          

16/25

-3.7


0.011 
electrocardiogram,_r

0.009 
lipid_panel_this_pan

0.005 
other_specified_coun

0.005 
subsequent_hospital_

0.004 
phosphatase,_alkalin

0.004 
level_c88305        

0.004 
carbon_dioxide_(bica

0.004 
culture,_presumptive

0.003 
cough_7862          

0.002 
subsequent_hospital_

0.002 
subsequent_hospital_

0.002 
cholesterol,_serum_o

0.002 
abdominal_pain,_gene

0.002 
urinalysis;_microsco

0.002 
rash_and_other_nonsp

19/25

-3.4


0.006 
chloride;_blood_c824

0.004 
cholesterol,_serum_o

0.003 
smear,_primary_sourc

0.003 
basic_metabolic_pane

0.003 
amylase_c82150      

0.002 
sedimentation_rate,_

0.002 
office_or_other_outp

0.002 
office_or_other_outp

0.002 
coronary_atheroscler

0.002 
electrocardiogram,_r

0.001 
fluticasone_d04283  

0.001 
pharmacologic_manage

0.001 
electrocardiogram,_r

0.001 
congestive_heart_fai

0.001 
manual_therapy_techn

9/25

-3.3


0.004 
cytopathology,_smear

0.004 
blood_count;_complet

0.004 
echocardiography,_tr

0.004 
omeprazole_d00325   

0.003 
hemoglobin_fractiona

0.003 
conjunctivitis,_unsp

0.003 
urea_nitrogen;_quant

0.002 
office_or_other_outp

0.002 
urinary_frequency_78

0.002 
ondansetron_d00867  

0.002 
unspecified_viral_in

0.002 
unspecified_sinusiti

0.002 
hemogram,_automated_

0.002 
routine_venipuncture

0.002 
smear,_primary_sourc

12/25

-3.1


0.010 
office_or_other_outp

0.004 
albumin;_serum_c8204

0.003 
glucose;_quantitativ

0.002 
lipase_c83690       

0.002 
lipid_panel_this_pan

0.002 
physical_therapy_eva

0.002 
blood_count;_complet

0.001 
emergency_department

0.001 
other_convulsions_78

0.001 
office_or_other_outp

0.001 
office_or_other_outp

0.001 
esophageal_reflux_53

0.001 
pharmacologic_manage

0.001 
prolonged_posttrauma

0.001 
group_psychotherapy_

2/25

-2.9


0.015 
prothrombin_time_c85

0.007 
routine_venipuncture

0.007 
analysis_of_clinical

0.006 
office_or_other_outp

0.005 
collection_of_venous

0.005 
atrial_fibrillation_

0.005 
encounter_for_long-t

0.003 
hemorrhagic_disorder

0.002 
cytopathology,_cervi

0.001 
acute,_but_ill-defin

0.001 
other_unknown_and_un

0.001 
aortic_valve_disorde

0.001 
transferase;_alanine

0.001 
esophageal_reflux_53

0.001 
unspecified_hypothyr

18/25

-2.8


0.008 
office_or_other_outp

0.006 
potassium;_serum_c84

0.005 
office_or_other_outp

0.004 
radiotherapy_encount

0.004 
blood_count;_complet

0.003 
hepatic_function_pan

0.002 
bilirubin;_direct_c8

0.002 
office_or_other_outp

0.002 
unspecified_chest_pa

0.002 
comprehensive_metabo

0.002 
encounter_for_antine

0.002 
intensity_modulated_

0.002 
blood_count;_complet

0.002 
acetaminophen-oxycod

0.002 
magnesium_c83735    

7/25

-2.7


0.009 
sodium;_serum_c84295

0.006 
urinary_tract_infect

0.005 
pain_in_limb_7295   

0.005 
backache,_unspecifie

0.005 
office_consultation_

0.005 
syphilis_test;_quali

0.005 
antinuclear_antibodi

0.004 
therapeutic_procedur

0.003 
doppler_echocardiogr

0.002 
cervicalgia_7231    

0.002 
computed_tomography,

0.002 
magnetic_resonance_(

0.002 
acetaminophen-oxycod

0.002 
migraine,_unspecifie

0.002 
manual_therapy_techn

17/25

-2.6


0.011 
office_or_other_outp

0.005 
blood_count;_complet

0.003 
office_or_other_outp

0.003 
phosphatase,_alkalin

0.003 
hepatic_function_pan

0.002 
magnesium_c83735    

0.002 
cytopathology,_cervi

0.002 
blood_count;_complet

0.002 
comprehensive_metabo

0.002 
psychiatric_diagnost

0.001 
malignant_neoplasm_o

0.001 
calcium;_total_c8231

0.001 
menopausal_or_female

0.001 
unspecified_chest_pa

0.001 
emergency_department

0/25

-2.5


0.012 
phosphorus_inorganic

0.011 
office_or_other_outp

0.008 
radiologic_examinati

0.004 
hepatitis_b_surface_

0.004 
office_or_other_outp

0.003 
asthma,_unspecified_

0.003 
urea_nitrogen;_quant

0.003 
pharmacologic_manage

0.003 
transferase;_alanine

0.002 
anemia,_unspecified_

0.002 
chronic_airway_obstr

0.002 
culture,_bacterial;_

0.002 
psychiatric_diagnost

0.001 
special_investigatio

0.001 
level_c88305        

13/25

-2.5


0.009 
office_or_other_outp

0.006 
potassium;_serum_c84

0.004 
blood_count;_complet

0.004 
office_or_other_outp

0.002 
hepatic_function_pan

0.002 
blood_count;_complet

0.002 
magnesium_c83735    

0.002 
other_malignant_lymp

0.002 
lactate_dehydrogenas

0.001 
psychiatric_diagnost

0.001 
office_or_other_outp

0.001 
electrolyte_panel_th

0.001 
comprehensive_metabo

0.001 
unspecified_chest_pa

0.001 
office_or_other_outp

3/25

-2.1


0.017 
office_or_other_outp

0.014 
depressive_disorder,

0.012 
anxiety_state,_unspe

0.012 
individual_psychothe

0.008 
major_depressive_dis

0.007 
pharmacologic_manage

0.006 
benign_neoplasm_of_s

0.004 
emergency_department

0.003 
periodic_comprehensi

0.002 
adjustment_reaction_

0.002 
manual_therapy_techn

0.002 
creatinine;_blood_c8

0.002 
preoperative_cardiov

0.001 
therapeutic_procedur

0.001 
levothyroxine_d00278

14/25

-2.0


0.006 
bilirubin;_total_c82

0.003 
blood_count;_complet

0.003 
office_or_other_outp

0.003 
uric_acid;_blood_c84

0.003 
urinalysis,_by_dip_s

0.002 
level_c88305        

0.002 
office_or_other_outp

0.002 
headache_7840       

0.002 
mylagia_and_myositis

0.002 
abdominal_pain,_gene

0.002 
need_for_prophylacti

0.002 
unspecified_chest_pa

0.002 
pregabalin_d05508   

0.002 
office_or_other_outp

0.002 
gabapentin_d03182   

1/25

-2.0


0.004 
urea_nitrogen;_quant

0.003 
glucose;_quantitativ

0.002 
acute_upper_respirat

0.002 
blood_count;_blood_s

0.002 
routine_venipuncture

0.002 
office_or_other_outp

0.002 
major_depressive_dis

0.002 
other_malaise_and_fa

0.002 
blood_count;_complet

0.001 
office_consultation_

0.001 
collection_of_venous

0.001 
pharmacologic_manage

0.001 
psychiatric_diagnost

0.001 
unlisted_chemistry_p

0.001 
backache,_unspecifie

22/25

-1.8


0.004 
office_consultation_

0.004 
antibody;_hiv-1_and_

0.003 
sedimentation_rate,_

0.003 
cardiovascular_stres

0.002 
electrocardiogram,_r

0.002 
urinalysis,_by_dip_s

0.002 
asthma,_unspecified_

0.002 
preoperative_examina

0.002 
therapeutic,_prophyl

0.002 
lipoprotein,_direct_

0.002 
special_investigatio

0.001 
gonadotropin,_chorio

0.001 
unspecified_sleep_di

0.001 
urine_pregnancy_test

0.001 
phosphorus_inorganic

23/25

-1.5


0.017 
thyroid_stimulating_

0.005 
unspecified_hypothyr

0.005 
office_consultation_

0.003 
routine_venipuncture

0.003 
other_specified_preo

0.002 
collection_of_venous

0.002 
office_or_other_outp

0.002 
pure_hypercholestero

0.002 
levothyroxine_d00278

0.002 
thyroxine;_total_c84

0.002 
culture,_bacterial;_

0.001 
electrolyte_panel_th

0.001 
pharmacologic_manage

0.001 
creatine_c82540     

0.001 
triiodothyronine_t3;

4/25

-1.3


0.010 
creatinine;_blood_c8

0.005 
pharmacologic_manage

0.004 
citalopram_d04332   

0.004 
calcifediol_(25-oh_v

0.004 
other_malaise_and_fa

0.003 
office_consultation_

0.003 
acute_upper_respirat

0.003 
group_psychotherapy_

0.003 
major_depressive_dis

0.002 
tobacco_use_disorder

0.002 
bipolar_affective_di

0.002 
unlisted_chemistry_p

0.002 
creatine_c82540     

0.002 
rash_and_other_nonsp

0.002 
individual_psychothe

8/25

-0.6


0.012 
office_or_other_outp

0.009 
malignant_neoplasm_o

0.006 
blood_count;_complet

0.006 
calcium;_total_c8231

0.003 
blood_count;_complet

0.003 
office_or_other_outp

0.002 
radiation_treatment_

0.002 
menopausal_or_female

0.002 
transferase;_alanine

0.002 
cytopathology,_cervi

0.002 
hepatic_function_pan

0.001 
creatine_c82540     

0.001 
allergic_rhinitis_du

0.001 
ultrasound,_pelvic_(

0.001 
comprehensive_metabo