LEGEND_NAME = ourBP_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = escitalopram

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

10/25

-5.9


0.531 
bilirubin;_total_and

0.476 
arterial_catheteriza

0.432 
thromboplastin_time,

0.418 
troponin,_quantitati

0.362 
infectious_agent_det

0.320 
radiologic_examinati

0.291 
other_specified_exam

0.285 
other_specified_dise

0.275 
screening_mammograph

0.255 
biopsy_of_skin,_subc

0.254 
bilirubin;_total_or_

0.247 
screening_for_unspec

0.243 
apap/butalbital/caff

0.226 
tietze's_disease_733

0.220 
palpitations_7851   

21/25

-5.0


0.439 
nortriptyline_c80182

0.365 
urea_nitrogen;_quant

0.256 
magnetic_resonance_(

0.242 
headache_7840       

0.233 
migraine,_unspecifie

0.222 
herpes_zoster_withou

0.218 
disturbance_of_skin_

0.216 
office_consultation_

0.210 
carbamazepine;_total

0.197 
therapeutic,_prophyl

0.195 
peptic_ulcer_of_unsp

0.182 
mylagia_and_myositis

0.180 
physical_therapy_eva

0.178 
unlisted_chemistry_p

0.177 
sumatriptan_d03160  

9/25

-4.8


0.626 
cytopathology,_smear

0.500 
echocardiography,_tr

0.426 
conjunctivitis,_unsp

0.390 
hemoglobin_fractiona

0.381 
hemogram,_automated_

0.372 
unlisted_diagnostic_

0.366 
smear,_primary_sourc

0.356 
unspecified_gastriti

0.356 
colonoscopy,_flexibl

0.346 
unspecified_viral_in

0.318 
urinary_frequency_78

0.317 
omeprazole_d00325   

0.308 
other_seborrheic_ker

0.237 
unspecified_sinusiti

0.214 
blood,_occult,_by_pe

15/25

-4.6


0.663 
office_or_other_outp

0.528 
other_screening_mamm

0.484 
type_ii_diabetes_mel

0.468 
hemoglobin;_glycated

0.430 
immunization_adminis

0.392 
periodic_comprehensi

0.370 
unspecified_essentia

0.297 
creatinine;_other_so

0.223 
other_and_unspecifie

0.207 
diabetes_mellitus_ty

0.172 
gonadotropin,_chorio

0.168 
prostate_specific_an

0.163 
periodic_comprehensi

0.162 
upper_gastrointestin

0.151 
urine_pregnancy_test

0/25

-3.7


0.715 
radiologic_examinati

0.513 
phosphorus_inorganic

0.397 
hepatitis_b_surface_

0.233 
office_or_other_outp

0.227 
anemia,_unspecified_

0.209 
chronic_airway_obstr

0.184 
asthma,_unspecified_

0.168 
transferase;_alanine

0.139 
susceptibility_studi

0.132 
special_investigatio

0.131 
other_dyspnea_and_re

0.121 
urea_nitrogen;_quant

0.118 
chronic_hepatitis_c_

0.117 
culture,_bacterial;_

0.117 
application_of_a_mod

5/25

-3.5


0.997 
other_suspected_mate

0.703 
culture,_bacterial;_

0.647 
transferase;_asparta

0.607 
routine_general_medi

0.493 
emergency_department

0.209 
office_consultation_

0.207 
homocystine_c83090  

0.199 
pregnant_state,_inci

0.194 
infectious_agent_det

0.177 
abdominal_pain,_unsp

0.175 
potassium_chloride_d

0.165 
other_psoriasis_and_

0.163 
office_or_other_outp

0.141 
other_and_unspecifie

0.131 
ultrasound,_transvag

16/25

-3.5


0.646 
electrocardiogram,_r

0.555 
lipid_panel_this_pan

0.470 
other_specified_coun

0.390 
culture,_presumptive

0.373 
phosphatase,_alkalin

0.332 
subsequent_hospital_

0.282 
urinalysis;_microsco

0.282 
cough_7862          

0.265 
level_c88305        

0.250 
cholesterol,_serum_o

0.239 
rash_and_other_nonsp

0.236 
hepatitis_c_antibody

0.234 
carbon_dioxide_(bica

0.225 
drug_screen,_qualita

0.223 
subsequent_hospital_

20/25

-3.5


0.688 
triglycerides_c84478

0.382 
urinalysis,_by_dip_s

0.379 
abdominal_pain,_unsp

0.296 
other_postsurgical_s

0.290 
preoperative_examina

0.280 
infectious_agent_ant

0.271 
administration_of_in

0.270 
blood,_occult,_by_pe

0.241 
acetaminophen_d00049

0.236 
office_consultation_

0.235 
allergic_rhinitis,_c

0.214 
gentamicin_d00125   

0.209 
emergency_department

0.203 
magnetic_resonance_(

0.201 
immunization_adminis

1/25

-3.2


0.255 
acute_upper_respirat

0.205 
protein;_total,_exce

0.189 
blood_count;_blood_s

0.173 
office_consultation_

0.167 
tetanus,_diphtheria_

0.158 
urea_nitrogen;_quant

0.157 
glucose;_quantitativ

0.156 
unspecified_disorder

0.135 
pain_in_joint_involv

0.131 
unlisted_chemistry_p

0.126 
antibody;_helicobact

0.125 
calcium;_ionized_c82

0.117 
other_malaise_and_fa

0.117 
office_consultation_

0.116 
hydrocortisone_topic

12/25

-3.0


0.474 
albumin;_serum_c8204

0.245 
lipase_c83690       

0.194 
physical_therapy_eva

0.184 
glucose;_quantitativ

0.138 
office_or_other_outp

0.134 
cytopathology,_slide

0.130 
lipid_panel_this_pan

0.127 
multivitamin_d03140 

0.124 
antinuclear_antibodi

0.114 
other_convulsions_78

0.112 
emergency_department

0.105 
immunoelectrophoresi

0.100 
doppler_echocardiogr

0.098 
prolonged_posttrauma

0.097 
tumor_imaging,_posit

7/25

-2.8


0.747 
sodium;_serum_c84295

0.726 
pain_in_limb_7295   

0.638 
antinuclear_antibodi

0.549 
office_consultation_

0.502 
doppler_echocardiogr

0.406 
syphilis_test;_quali

0.399 
urinary_tract_infect

0.366 
backache,_unspecifie

0.336 
therapeutic_procedur

0.236 
cervicalgia_7231    

0.224 
colonoscopy,_flexibl

0.216 
painful_respiration_

0.198 
computed_tomography,

0.181 
irritable_bowel_synd

0.178 
folic_acid_d00241   

17/25

-2.6


0.233 
phosphatase,_alkalin

0.163 
cytopathology,_cervi

0.155 
office_or_other_outp

0.154 
hepatic_function_pan

0.142 
blood_count;_complet

0.139 
hypertrophy_(benign)

0.134 
magnesium_c83735    

0.115 
emergency_department

0.114 
menopausal_or_female

0.104 
calcium;_total_c8231

0.100 
office_or_other_outp

0.099 
malignant_neoplasm_o

0.098 
professional_service

0.097 
comprehensive_metabo

0.093 
malignant_neoplasm_o

19/25

-2.6


0.689 
chloride;_blood_c824

0.453 
amylase_c82150      

0.447 
cholesterol,_serum_o

0.414 
smear,_primary_sourc

0.374 
sedimentation_rate,_

0.294 
fluticasone_d04283  

0.252 
electrocardiogram,_r

0.192 
basic_metabolic_pane

0.159 
coronary_atheroscler

0.154 
office_or_other_outp

0.138 
congestive_heart_fai

0.132 
level_v_-_surgical_p

0.131 
radiologic_examinati

0.130 
documentation_that_p

0.120 
radiologic_examinati

4/25

-2.5


0.624 
creatinine;_blood_c8

0.615 
citalopram_d04332   

0.456 
calcifediol_(25-oh_v

0.402 
office_consultation_

0.309 
acute_upper_respirat

0.283 
tobacco_use_disorder

0.270 
other_malaise_and_fa

0.212 
rash_and_other_nonsp

0.210 
creatine_c82540     

0.199 
bipolar_affective_di

0.198 
zz_unlisted_evaluati

0.195 
office_or_other_outp

0.194 
unlisted_chemistry_p

0.192 
group_psychotherapy_

0.192 
at_least_one_prescri

3/25

-2.5


0.870 
depressive_disorder,

0.862 
office_or_other_outp

0.857 
anxiety_state,_unspe

0.834 
benign_neoplasm_of_s

0.548 
individual_psychothe

0.455 
emergency_department

0.414 
major_depressive_dis

0.380 
periodic_comprehensi

0.226 
pharmacologic_manage

0.199 
adjustment_reaction_

0.170 
neurotic_depression_

0.166 
preoperative_cardiov

0.161 
schizo-affective_typ

0.148 
ultrasound,_pelvic_(

0.140 
screening_mammograph

2/25

-2.4


0.671 
prothrombin_time_c85

0.585 
analysis_of_clinical

0.487 
encounter_for_long-t

0.475 
atrial_fibrillation_

0.370 
hemorrhagic_disorder

0.311 
routine_venipuncture

0.246 
collection_of_venous

0.237 
other_unknown_and_un

0.212 
acute,_but_ill-defin

0.202 
aortic_valve_disorde

0.157 
cardiac_pacemaker_in

0.137 
cytopathology,_cervi

0.128 
embolism_and_thrombo

0.122 
sinoatrial_node_dysf

0.120 
electrocardiogram,_r

22/25

-2.3


0.712 
sedimentation_rate,_

0.513 
antibody;_hiv-1_and_

0.472 
cardiovascular_stres

0.400 
therapeutic,_prophyl

0.297 
office_consultation_

0.254 
unspecified_sleep_di

0.219 
urine_pregnancy_test

0.215 
preoperative_examina

0.210 
fever_7806          

0.209 
parathormone_(parath

0.198 
unspecified_fall_e88

0.195 
encounter_for_fittin

0.174 
gonadotropin,_chorio

0.170 
electrocardiogram,_r

0.170 
pathology_consultati

13/25

-2.2


0.379 
potassium;_serum_c84

0.203 
other_malignant_lymp

0.144 
hepatic_function_pan

0.143 
lactate_dehydrogenas

0.141 
magnesium_c83735    

0.121 
disorder_of_bone_and

0.119 
office_or_other_outp

0.118 
fibrinolysins_or_coa

0.116 
electrolyte_panel_th

0.110 
need_for_prophylacti

0.104 
blood_count;_complet

0.101 
blood_count;_complet

0.099 
unspecified_chest_pa

0.097 
cyanocobalamin_(vita

0.095 
emergency_department

18/25

-2.2


0.379 
potassium;_serum_c84

0.250 
radiotherapy_encount

0.247 
bilirubin;_direct_c8

0.226 
blood,_occult,_by_pe

0.214 
initial_inpatient_co

0.214 
encounter_for_antine

0.206 
intensity_modulated_

0.199 
hepatic_function_pan

0.198 
atropine-diphenoxyla

0.191 
estradiol_d00537    

0.177 
initial_hospital_car

0.167 
blood_count;_hemoglo

0.167 
disorder_of_bone_and

0.165 
chemotherapy_adminis

0.162 
other_specified_diso

24/25

-2.1


0.389 
glucose;_quantitativ

0.263 
chronic_renal_failur

0.206 
blood_count;_blood_s

0.168 
complications_of_tra

0.161 
comprehensive_metabo

0.144 
culture,_presumptive

0.141 
acute_upper_respirat

0.138 
basic_metabolic_pane

0.134 
tacrolimus_c80197   

0.132 
other_dyspnea_and_re

0.128 
liver_replaced_by_tr

0.120 
cyclosporine_c80158 

0.119 
other_affections_of_

0.119 
renal_failure,_unspe

0.118 
benign_neoplasm_of_c

11/25

-2.1


0.798 
cefazolin_d00007    

0.691 
casanthranol-docusat

0.557 
carbon_dioxide_(bica

0.333 
fibrin_degradation_p

0.331 
other_chest_pain_786

0.331 
immunocytochemistry_

0.279 
lipoprotein,_direct_

0.266 
screening_for_malign

0.253 
urinalysis,_by_dip_s

0.206 
cannabis_abuse,_unsp

0.196 
need_for_prophylacti

0.191 
abdominal_pain,_othe

0.185 
echocardiography,_tr

0.185 
etodolac_d00851     

0.179 
physical_therapy_eva

8/25

-2.1


0.525 
calcium;_total_c8231

0.490 
malignant_neoplasm_o

0.218 
radiation_treatment_

0.198 
menopausal_or_female

0.178 
blood_count;_complet

0.165 
office_or_other_outp

0.155 
blood_count;_complet

0.154 
creatine_c82540     

0.136 
secondary_malignant_

0.125 
cytopathology,_cervi

0.125 
cyanocobalamin_(vita

0.122 
transferase;_alanine

0.117 
personal_history_of_

0.114 
allergic_rhinitis_du

0.113 
malignant_neoplasm_o

14/25

-1.9


0.651 
bilirubin;_total_c82

0.399 
pregabalin_d05508   

0.358 
uric_acid;_blood_c84

0.271 
gabapentin_d03182   

0.262 
unspecified_idiopath

0.255 
office_consultation_

0.254 
mylagia_and_myositis

0.251 
sertraline_d00880   

0.250 
urinalysis,_by_dip_s

0.242 
magnetic_resonance_(

0.221 
mixed_hyperlipidemia

0.214 
fluoxetine_d00236   

0.212 
abdominal_pain,_gene

0.203 
mononeuritis_of_lowe

0.198 
encounter_for_other_

23/25

-1.9


0.836 
thyroid_stimulating_

0.527 
office_consultation_

0.374 
other_specified_preo

0.301 
unspecified_hypothyr

0.187 
pure_hypercholestero

0.154 
thyroxine;_total_c84

0.143 
creatine_c82540     

0.138 
routine_venipuncture

0.136 
preoperative_examina

0.122 
electrolyte_panel_th

0.120 
triiodothyronine_t3;

0.116 
oxycodone_d00329    

0.113 
levothyroxine_d00278

0.106 
collection_of_venous

0.103 
thyroid_hormone_(t3_

6/25

-1.4


0.356 
lipase_c83690       

0.320 
creatine_kinase_(ck)

0.267 
other_specified_pers

0.257 
need_for_prophylacti

0.233 
dysuria_7881        

0.225 
prolactin_c84146    

0.219 
office_or_other_outp

0.208 
electrolyte_panel_th

0.196 
coronal,_sagittal,_m

0.189 
budesonide_d04276   

0.186 
hemoglobin;_glycated

0.184 
loss_of_weight_78321

0.181 
unspecified_disorder

0.175 
radiologic_examinati

0.169 
pneumonia,_organism_