LEGEND_NAME = PC_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = amitriptyline

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = 25.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20171011frombest-mod_name=slda__tf-frac_labels=1.000-n_states=025-alpha=1.1000-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K025_f1.000-weight_x=1.0-weight_y=1000.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=20/1/lap0000008.000_topic_model_snapshot

11/25

-6.1


0.987 
infectious_agent_det

0.982 
hidradenitis_70583  

0.963 
preventive_medicine_

0.963 
need_for_prophylacti

0.954 
encounter_for_other_

0.949 
meningococcal_polysa

0.938 
fall_on_or_from_side

0.937 
contact_with_or_expo

0.937 
breath_hydrogen_test

0.932 
need_for_prophylacti

0.930 
ofloxacin_ophthalmic

0.927 
aluminum_chloride_he

0.924 
application,_cast;_h

0.923 
removal_of_impacted_

0.922 
other_acquired_defor

6/25

-5.3


0.982 
hyperplasia_of_prost

0.978 
periodic_comprehensi

0.978 
prostate_specific_an

0.975 
elevated_prostate_sp

0.968 
prostate_cancer_scre

0.958 
hyperplasia_of_prost

0.957 
donepezil_d04099    

0.954 
screening_for_malign

0.953 
other_malignant_neop

0.947 
annual_wellness_visi

0.941 
actinic_keratosis_70

0.940 
hypertrophy_(benign)

0.937 
nocturia_78843      

0.917 
destruction_(eg,_las

0.869 
impotence_of_organic

23/25

-5.2


1.000 
unspecified_hypothyr

0.999 
levothyroxine_d00278

0.999 
malignant_neoplasm_o

0.999 
thyroxine;_total_c84

0.998 
benign_neoplasm_of_p

0.997 
triiodothyronine_t3;

0.997 
toxic_diffuse_goiter

0.997 
thyroid_hormone_(t3_

0.996 
unspecified_disorder

0.995 
thyroglobulin_antibo

0.994 
other_and_unspecifie

0.993 
thyroglobulin_c84432

0.991 
panhypopituitarism_2

0.991 
postsurgical_hypothy

0.989 
thyrotoxicosis_witho

3/25

-5.0


0.999 
obsessive-compulsive

0.998 
agoraphobia_with_pan

0.997 
individual_psychothe

0.997 
generalized_anxiety_

0.996 
hypochondriasis_3007

0.994 
social_phobia_30023 

0.991 
individual_psychothe

0.987 
bulimia_30751       

0.987 
individual_medical_p

0.986 
individual_psychothe

0.985 
oppositional_disorde

0.971 
manic_disorder,_recu

0.963 
panic_disorder_30001

0.950 
other_specified_earl

0.949 
adjustment_reaction_

18/25

-5.0


0.999 
radiotherapy_encount

0.999 
intensity_modulated_

0.998 
chemotherapy_adminis

0.997 
stereoscopic_x-ray_g

0.997 
chemotherapy_adminis

0.996 
malignant_neoplasm_o

0.995 
malignant_neoplasm_o

0.995 
malignant_neoplasm_o

0.995 
malignant_neoplasm_o

0.994 
malignant_neoplasm_o

0.993 
encounter_for_antine

0.993 
malignant_neoplasm_o

0.992 
neoplasm_related_pai

0.991 
chemotherapy_adminis

0.989 
malignant_neoplasm_o

1/25

-4.9


0.998 
unspecified_drug_dep

0.996 
opioid_type_dependen

0.995 
buprenorphine-naloxo

0.994 
lack_of_housing_v600

0.994 
cocaine_abuse,_unspe

0.992 
acute_alcoholic_into

0.992 
opioid_abuse,_unspec

0.991 
other_and_unspecifie

0.989 
acute_alcoholic_into

0.982 
poisoning_by_unspeci

0.982 
alcohol_abuse,_conti

0.973 
poisoning_by_heroin_

0.972 
alcohol_(ethanol);_a

0.967 
opioid_abuse,_contin

0.965 
assault_by_unspecifi

4/25

-4.8


0.999 
bipolar_affective_di

0.999 
bipolar_affective_di

0.999 
bipolar_affective_di

0.999 
schizo-affective_typ

0.999 
bipolar_affective_di

0.999 
borderline_personali

0.998 
electroconvulsive_th

0.998 
group_psychotherapy_

0.998 
lithium_d00061      

0.997 
anesthesia_for_elect

0.997 
major_depressive_dis

0.996 
other_manic-depressi

0.996 
other_electroshock_t

0.994 
manic-depressive_psy

0.992 
bipolar_affective_di

17/25

-4.4


0.999 
malignant_neoplasm_o

0.999 
professional_service

0.999 
malignant_neoplasm_o

0.999 
malignant_neoplasm_o

0.999 
professional_service

0.998 
malignant_neoplasm_o

0.998 
malignant_neoplasm_o

0.997 
malignant_neoplasm_o

0.996 
malignant_neoplasm_o

0.996 
malignant_neoplasm_o

0.994 
malignant_neoplasm_o

0.994 
malignant_neoplasm_o

0.993 
personal_history_of_

0.992 
secondary_malignant_

0.992 
malignant_neoplasm_o

2/25

-3.9


1.000 
analysis_of_clinical

1.000 
encounter_for_long-t

1.000 
hemorrhagic_disorder

0.999 
atrial_fibrillation_

0.998 
embolism_and_thrombo

0.998 
electronic_analysis_

0.998 
sinoatrial_node_dysf

0.997 
cardiac_pacemaker_in

0.993 
electronic_analysis_

0.993 
electronic_analysis_

0.971 
embolism_and_thrombo

0.967 
embolism_and_thrombo

0.956 
anesthesia_for_proce

0.951 
other_pulmonary_embo

0.950 
heart_valve_replaced

5/25

-3.8


0.999 
fetal_non-stress_tes

0.999 
supervision_of_other

0.999 
ultrasound,_pregnant

0.999 
other_advanced_mater

0.999 
mother_with_single_l

0.999 
ultrasound,_pregnant

0.999 
normal_delivery_650 

0.999 
photochemotherapy;_t

0.999 
supervision_of_norma

0.999 
ultrasound,_pregnant

0.999 
infertility,_female,

0.999 
routine_obstetric_ca

0.998 
vaginal_delivery_onl

0.998 
fetal_biophysical_pr

0.998 
ultrasound,_pregnant

24/25

-3.8


0.999 
chronic_renal_failur

0.999 
complications_of_tra

0.999 
cirrhosis_of_liver_w

0.998 
liver_replaced_by_tr

0.998 
kidney_replaced_by_t

0.998 
complications_of_tra

0.997 
end_stage_renal_dise

0.995 
alcoholic_cirrhosis_

0.995 
heart_replaced_by_tr

0.994 
nephrotic_syndrome_w

0.993 
other_sequelae_of_ch

0.992 
acute_or_unspecified

0.991 
hypertensive_renal_d

0.987 
esophageal_varices_w

0.986 
viral_hepatitis_b_wi

8/25

-3.8


1.000 
malignant_neoplasm_o

0.999 
personal_history_of_

0.999 
secondary_malignant_

0.999 
radiation_treatment_

0.999 
carcinoma_in_situ_of

0.999 
malignant_neoplasm_o

0.998 
immunoassay_for_tumo

0.998 
melanoma_of_skin,_si

0.998 
malignant_neoplasm_o

0.995 
tamoxifen_d00381    

0.995 
malignant_neoplasm_o

0.995 
acquired_absence_of_

0.995 
malignant_melanoma_o

0.994 
radiation_treatment_

0.994 
injection_procedure;

22/25

-3.7


0.998 
other_screening_mamm

0.996 
postmenopausal_bleed

0.993 
polyp_of_corpus_uter

0.986 
computer-aided_detec

0.985 
menopausal_or_female

0.984 
screening_mammograph

0.983 
screening_cytopathol

0.982 
endometrial_cystic_h

0.979 
screening_mammograph

0.975 
other_excision_or_de

0.971 
breast_screening,_un

0.967 
postmenopausal_atrop

0.964 
hysteroscopy_p6812  

0.960 
uterine_prolapse_wit

0.957 
submucous_leiomyoma_

0/25

-3.7


0.999 
cystic_fibrosis_with

0.998 
chronic_airway_obstr

0.998 
bronchospasm_evaluat

0.996 
asthma,_unspecified_

0.996 
lung_replaced_by_tra

0.996 
obstructive_chronic_

0.995 
chronic_obstructive_

0.995 
bronchiectasis_with_

0.995 
intrinsic_asthma_wit

0.995 
asthma,_unspecified_

0.995 
bronchiectasis_witho

0.992 
sarcoidosis_135     

0.990 
salmeterol_d03759   

0.990 
bronchiectasis_494  

0.990 
chronic_obstructive_

13/25

-3.6


1.000 
other_malignant_lymp

0.999 
human_immunodeficien

0.999 
acute_myeloid_leukem

0.999 
multiple_myeloma_wit

0.998 
complications_of_bon

0.998 
t_cells;_absolute_cd

0.998 
hodgkin's_disease,_u

0.998 
chronic_lymphoid_leu

0.997 
acute_myeloid_leukem

0.997 
acute_lymphoid_leuke

0.996 
chronic_myeloid_leuk

0.996 
malignant_neoplasm_o

0.996 
chemotherapy_w/o_acu

0.994 
bone_marrow,_smear_i

0.994 
blood_smear,_periphe

19/25

-3.4


0.999 
coronary_atheroscler

0.999 
coronary_atheroscler

0.998 
postsurgical_aortoco

0.997 
old_myocardial_infar

0.997 
percutaneous_translu

0.997 
physician_services_f

0.997 
intermediate_coronar

0.997 
other_and_unspecifie

0.997 
coronary_arteriograp

0.996 
injection_procedure_

0.996 
imaging_supervision,

0.996 
acute_myocardial_inf

0.995 
automatic_implantabl

0.994 
paroxysmal_ventricul

0.993 
coagulation_time;_ac

16/25

-3.2


0.998 
respiratory_failure_

0.991 
subsequent_nursing_f

0.991 
unspecified_septicem

0.991 
subsequent_hospital_

0.990 
debility,_unspecifie

0.985 
encounter_for_fittin

0.980 
subsequent_hospital_

0.978 
insertion_of_non-tun

0.977 
septic_shock_78552  

0.977 
ventilation_assist_a

0.972 
subsequent_nursing_f

0.969 
electrolyte_and_flui

0.968 
intubation,_endotrac

0.963 
anoxic_brain_damage_

0.961 
continuous_mechanica

15/25

-3.1


1.000 
type_ii_diabetes_mel

0.999 
diabetes_mellitus_ty

0.998 
type_ii_diabetes_mel

0.998 
type_i_diabetes_mell

0.998 
type_i_diabetes_mell

0.998 
metformin_d03807    

0.997 
polyneuropathy_in_di

0.996 
background_diabetic_

0.996 
diabetes_mellitus_ty

0.996 
insulin_glargine_d04

0.994 
glyburide_d00248    

0.993 
diabetes_mellitus_ty

0.992 
diabetes_mellitus_ty

0.991 
diabetes_mellitus_ty

0.990 
insulin_lispro_d0437

20/25

-3.0


0.999 
encounter_for_unspec

0.997 
encounter_for_survei

0.989 
mild_dysplasia_of_ce

0.982 
ethinyl_estradiol-no

0.981 
colposcopy_of_the_ce

0.981 
atypical_squamous_ce

0.975 
human_papilloma_viru

0.973 
periodic_comprehensi

0.963 
leukorrhea,_not_spec

0.960 
colposcopy_of_the_ce

0.943 
unspecified_inflamma

0.935 
colposcopy_of_the_ce

0.934 
encounter_for_contra

0.924 
desogestrel-ethinyl_

0.909 
ethinyl_estradiol-no

12/25

-2.9


0.999 
multiple_sclerosis_3

0.999 
malignant_neoplasm_o

0.999 
phenytoin;_total_c80

0.999 
treatment_of_speech,

0.999 
epilepsy,_unspecifie

0.998 
neoplasm_of_unspecif

0.998 
benign_neoplasm_of_c

0.998 
paralysis_agitans_33

0.998 
other_convulsions_78

0.998 
subarachnoid_hemorrh

0.997 
cerebral_aneurysm,_n

0.997 
anomalies_of_cerebro

0.997 
obstructive_hydrocep

0.996 
monitoring_for_local

0.996 
levetiracetam_d04499

7/25

-2.8


0.999 
manual_therapy_techn

0.999 
application_of_a_mod

0.996 
unspecified_internal

0.996 
other_affections_of_

0.994 
application_of_a_mod

0.994 
rotator_cuff_(capsul

0.993 
complete_rupture_of_

0.993 
application_of_a_mod

0.992 
injection,_single_(n

0.992 
injection,_anestheti

0.988 
other_and_unspecifie

0.988 
application_of_a_mod

0.988 
fracture,_closed,_co

0.987 
unspecified_musculos

0.987 
excision_of_semiluna

9/25

-2.1


0.998 
carbon_dioxide_(bica

0.997 
chloride;_blood_c824

0.997 
bilirubin;_total_and

0.962 
creatine_c82540     

0.945 
undefined_code-00000

0.916 
sodium;_serum_c84295

0.910 
complement;_total_he

0.863 
phosphatase,_alkalin

0.849 
bilirubin;_total_or_

0.825 
potassium;_serum_c84

0.781 
blood_count;_reticul

0.778 
cisapride_d03166    

0.772 
unspecified_polyarth

0.762 
screening_for_other_

0.747 
desipramine_d00145  

10/25

-2.0


0.969 
screening_for_unspec

0.959 
neurotic_disorders_3

0.954 
exostosis_of_unspeci

0.948 
unlisted_procedure,_

0.940 
hemarthrosis_involvi

0.938 
general_medical_exam

0.926 
osteoarthrosis,_unsp

0.915 
constipation_5640   

0.911 
health_examination_o

0.909 
pernicious_anemia_28

0.892 
accident_caused_by_h

0.887 
sigmoidoscopy,_flexi

0.882 
unspecified_sleep_di

0.882 
need_for_prophylacti

0.874 
malaise_and_fatigue_

14/25

-0.2


0.988 
regional_enteritis_o

0.984 
regional_enteritis_o

0.979 
systemic_lupus_eryth

0.979 
pregabalin_d05508   

0.976 
regional_enteritis_o

0.973 
other_and_unspecifie

0.968 
universal_ulcerative

0.967 
sicca_syndrome_7102 

0.966 
ulcerative_colitis,_

0.964 
unspecified_idiopath

0.963 
pain_in_joint_involv

0.961 
sulindac_d00033     

0.956 
infliximab_d04342   

0.956 
unspecified_polyarth

0.950 
posterior_segmental_

21/25

1.9


0.956 
upper_gastrointestin

0.919 
nortriptyline_c80182

0.915 
dyspepsia_and_other_

0.907 
isoniazid_d00101    

0.905 
venipuncture,_under_

0.894 
nonspecific_reaction

0.893 
insertion_of_non-ind

0.890 
esophagitis,_gastroe

0.881 
peptic_ulcer_of_unsp

0.880 
other_disorders_of_c

0.879 
cyclic_citrullinated

0.861 
sumatriptan_d03160  

0.856 
cholecystectomy_exce

0.846 
acute_pyelonephritis

0.838 
migraine,_unspecifie