LEGEND_NAME = PC_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = escitalopram

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = 50.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20171011frombest-mod_name=slda__tf-frac_labels=1.000-n_states=050-alpha=1.1000-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K050_f1.000-weight_x=1.0-weight_y=1000.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=20/1/lap0000006.000_topic_model_snapshot

19/50

-9.2


0.093 
office_or_other_outp

0.063 
office_or_other_outp

0.031 
office_or_other_outp

0.019 
routine_gynelogical_

0.019 
immunization_adminis

0.019 
ibuprofen_d00015    

0.018 
infectious_agent_det

0.017 
abdominal_pain,_gene

0.017 
infectious_agent_det

0.016 
collection_of_venous

0.016 
unspecified_problems

0.015 
cytopathology,_cervi

0.015 
office_or_other_outp

0.012 
unspecified_symptom_

0.012 
abdominal_pain,_unsp

49/50

-8.0


0.268 
office_or_other_outp

0.135 
office_or_other_outp

0.052 
office_or_other_outp

0.052 
office_or_other_outp

0.040 
backache,_unspecifie

0.028 
tobacco_use_disorder

0.021 
routine_general_medi

0.021 
unspecified_chest_pa

0.017 
acute_upper_respirat

0.014 
cough_7862          

0.012 
acute_bronchitis_466

0.011 
culture,_presumptive

0.011 
emergency_department

0.010 
urinalysis,_by_dip_s

0.009 
radiologic_examinati

5/50

-6.5


0.085 
potassium;_serum_c84

0.082 
chloride;_blood_c824

0.081 
sodium;_serum_c84295

0.080 
carbon_dioxide_(bica

0.068 
urea_nitrogen;_quant

0.048 
creatinine;_blood_c8

0.041 
glucose;_quantitativ

0.033 
calcium;_total_c8231

0.030 
bilirubin;_total_and

0.028 
blood_count;_blood_s

0.027 
phosphatase,_alkalin

0.022 
phosphorus_inorganic

0.018 
lactate_dehydrogenas

0.015 
blood_count;_complet

0.015 
thromboplastin_time,

0/50

-5.4


0.061 
blood_count;_complet

0.031 
basic_metabolic_pane

0.030 
phosphorus_inorganic

0.028 
hepatic_function_pan

0.027 
magnesium_c83735    

0.024 
oxycodone_d00329    

0.020 
casanthranol-docusat

0.018 
acetaminophen_d00049

0.017 
acetaminophen-oxycod

0.016 
hydromorphone_d00255

0.015 
prothrombin_time_c85

0.015 
morphine_d00308     

0.014 
ondansetron_d00867  

0.013 
omeprazole_d00325   

0.013 
documentation_that_p

28/50

-5.0


0.300 
routine_venipuncture

0.164 
office_or_other_outp

0.078 
cholesterol,_serum_o

0.065 
lipoprotein,_direct_

0.048 
triglycerides_c84478

0.042 
glucose;_quantitativ

0.039 
office_or_other_outp

0.026 
office_or_other_outp

0.018 
hemogram,_automated_

0.016 
electrocardiogram,_r

0.014 
thyroid_stimulating_

0.014 
sedimentation_rate,_

0.011 
osteoarthrosis,_unsp

0.011 
unspecified_sleep_di

0.010 
urinalysis;_microsco

33/50

-4.8


0.089 
infectious_agent_ant

0.056 
collection_of_venous

0.046 
hepatitis_b_surface_

0.041 
hepatitis_c_antibody

0.038 
hepatitis,_unspecifi

0.035 
hepatic_function_pan

0.033 
human_immunodeficien

0.033 
comprehensive_metabo

0.031 
chronic_hepatitis_c_

0.028 
office_or_other_outp

0.026 
unlisted_chemistry_p

0.024 
blood_count;_complet

0.020 
prothrombin_time_c85

0.020 
antibody;_hiv-1_and_

0.018 
ultrasound,_abdomina

43/50

-4.6


0.225 
type_ii_diabetes_mel

0.118 
hemoglobin;_glycated

0.052 
diabetes_mellitus_ty

0.049 
office_or_other_outp

0.037 
creatinine;_other_so

0.035 
albumin;_urine,_micr

0.030 
collection_of_venous

0.029 
metformin_d03807    

0.026 
type_i_diabetes_mell

0.024 
type_ii_diabetes_mel

0.021 
office_or_other_outp

0.019 
other_and_unspecifie

0.017 
office_or_other_outp

0.016 
type_i_diabetes_mell

0.012 
glucose,_blood_by_gl

24/50

-4.6


0.106 
other_convulsions_78

0.062 
office_or_other_outp

0.055 
unspecified_psychosi

0.047 
paralysis_agitans_33

0.044 
treatment_of_speech,

0.033 
office_or_other_outp

0.026 
magnetic_resonance_(

0.026 
epilepsy,_unspecifie

0.025 
paranoid_type_schizo

0.021 
abnormal_involuntary

0.018 
other_speech_disturb

0.017 
electroencephalogram

0.016 
quetiapine_d04220   

0.016 
dipropylacetic_acid_

0.015 
phenytoin;_total_c80

8/50

-4.3


0.076 
cellulitis_and_absce

0.063 
edema_7823          

0.059 
other_specified_dise

0.054 
office_or_other_outp

0.034 
culture,_bacterial;_

0.034 
susceptibility_studi

0.032 
ingrowing_nail_7030 

0.031 
peripheral_vascular_

0.023 
trimming_of_dystroph

0.022 
corns_and_callositie

0.021 
cellulitis_and_absce

0.018 
office_or_other_outp

0.018 
venous_(peripheral)_

0.016 
radiologic_examinati

0.015 
ulcer_of_lower_limb,

20/50

-4.2


0.107 
office_or_other_outp

0.075 
headache_7840       

0.055 
office_or_other_outp

0.044 
office_or_other_outp

0.038 
cervicalgia_7231    

0.035 
collection_of_venous

0.033 
migraine,_unspecifie

0.026 
backache,_unspecifie

0.017 
acute_upper_respirat

0.017 
routine_general_medi

0.013 
anxiety_state,_unspe

0.013 
thyroid_stimulating_

0.013 
abdominal_pain,_unsp

0.012 
pain_in_joint_involv

0.012 
mylagia_and_myositis

14/50

-3.8


0.131 
asthma,_unspecified_

0.055 
albuterol_d00749    

0.036 
allergic_rhinitis_du

0.030 
azithromycin_d00091 

0.028 
allergic_rhinitis_du

0.026 
acetaminophen-hydroc

0.024 
omeprazole_d00325   

0.022 
allergic_rhinitis,_c

0.022 
acetaminophen-oxycod

0.021 
extrinsic_asthma_wit

0.020 
fluticasone-salmeter

0.020 
office_or_other_outp

0.015 
ibuprofen_d00015    

0.015 
prednisone_d00350   

0.014 
fluticasone_d01296  

23/50

-3.6


0.069 
routine_general_medi

0.048 
blood_count;_complet

0.043 
screening_for_malign

0.041 
other_screening_mamm

0.040 
special_investigatio

0.037 
screening_mammograph

0.035 
menopausal_or_female

0.029 
palpitations_7851   

0.025 
cytopathology,_smear

0.023 
cytopathology,_cervi

0.023 
thyroid_stimulating_

0.022 
other_malaise_and_fa

0.019 
family_history_of_ma

0.017 
blood,_occult,_by_pe

0.015 
cytopathology,_slide

22/50

-3.5


0.078 
chronic_airway_obstr

0.042 
other_diseases_of_lu

0.040 
culture,_bacterial;_

0.038 
other_dyspnea_and_re

0.035 
radiologic_examinati

0.033 
office_or_other_outp

0.027 
respiratory_flow_vol

0.023 
shortness_of_breath_

0.021 
computed_tomography,

0.020 
smear,_primary_sourc

0.020 
plethysmography,_tot

0.020 
bronchospasm_evaluat

0.020 
cough_7862          

0.018 
carbon_monoxide_diff

0.018 
pneumonia,_organism_

25/50

-3.4


0.067 
radiologic_examinati

0.062 
subsequent_hospital_

0.044 
subsequent_hospital_

0.041 
subsequent_hospital_

0.032 
critical_care,_evalu

0.030 
unspecified_pleural_

0.020 
culture,_bacterial;_

0.019 
pulmonary_collapse_5

0.016 
encounter_for_fittin

0.015 
encounter_for_fittin

0.015 
pneumonia,_organism_

0.015 
pulmonary_congestion

0.014 
respiratory_failure_

0.011 
culture,_bacterial;_

0.008 
culture,_bacterial;_

15/50

-3.4


0.056 
pregnant_state,_inci

0.040 
blood_count;_complet

0.034 
ultrasound,_pregnant

0.032 
fetal_non-stress_tes

0.031 
gonadotropin,_chorio

0.025 
infectious_agent_ant

0.024 
syphilis_test;_quali

0.023 
susceptibility_studi

0.023 
supervision_of_other

0.018 
culture,_bacterial;_

0.017 
ultrasound,_pregnant

0.015 
glucose;_quantitativ

0.014 
antibody;_hiv-1_and_

0.014 
ultrasound,_pregnant

0.013 
routine_venipuncture

13/50

-3.3


0.169 
subsequent_hospital_

0.061 
subsequent_hospital_

0.037 
abnormality_of_gait_

0.033 
cerebral_artery_occl

0.027 
subsequent_hospital_

0.024 
professional_service

0.017 
intracerebral_hemorr

0.016 
computed_tomography,

0.012 
professional_service

0.012 
muscle_weakness_7288

0.012 
unspecified_transien

0.011 
subarachnoid_hemorrh

0.011 
cerebral_embolism,_w

0.010 
neurogenic_bladder_n

0.010 
subsequent_nursing_f

38/50

-3.2


0.147 
transferase;_asparta

0.120 
blood_count;_complet

0.110 
transferase;_alanine

0.078 
albumin;_serum_c8204

0.077 
phosphatase,_alkalin

0.068 
creatinine;_blood_c8

0.054 
glucose;_quantitativ

0.051 
urea_nitrogen;_quant

0.049 
bilirubin;_total_c82

0.032 
sodium;_serum_c84295

0.030 
calcium;_total_c8231

0.027 
chloride;_blood_c824

0.025 
other_psoriasis_and_

0.024 
carbon_dioxide_(bica

0.024 
potassium;_serum_c84

34/50

-3.2


0.081 
lumbago_7242        

0.073 
office_or_other_outp

0.052 
backache,_unspecifie

0.032 
displacement_of_lumb

0.028 
degeneration_of_lumb

0.025 
lumbosacral_spondylo

0.024 
office_or_other_outp

0.021 
office_consultation_

0.020 
office_or_other_outp

0.020 
mylagia_and_myositis

0.017 
thoracic_or_lumbosac

0.016 
sciatia_7243        

0.016 
magnetic_resonance_(

0.015 
spinal_stenosis_of_l

0.015 
radiologic_examinati

21/50

-3.1


0.411 
unspecified_essentia

0.063 
office_or_other_outp

0.045 
lisinopril_d00732   

0.035 
obesity,_unspecified

0.027 
office_or_other_outp

0.026 
atorvastatin_d04105 

0.023 
atenolol_d00004     

0.019 
comprehensive_metabo

0.018 
electrocardiogram,_r

0.018 
lipid_panel_this_pan

0.017 
basic_metabolic_pane

0.017 
hydrochlorothiazide_

0.016 
unspecified_problems

0.013 
non-covered_item_or_

0.012 
electrocardiogram,_r

45/50

-3.1


0.195 
radiotherapy_encount

0.111 
radiation_treatment_

0.079 
malignant_neoplasm_o

0.062 
continuing_medical_p

0.044 
radiation_treatment_

0.041 
radiation_treatment_

0.037 
therapeutic_radiolog

0.023 
stereoscopic_x-ray_g

0.023 
office_or_other_outp

0.022 
intensity_modulated_

0.020 
treatment_devices,_d

0.019 
basic_radiation_dosi

0.016 
consultation_and_rep

0.015 
malignant_neoplasm_o

0.011 
computed_tomography_

6/50

-3.0


0.058 
other_screening_mamm

0.039 
screening_mammograph

0.033 
lipid_panel_this_pan

0.032 
office_or_other_outp

0.031 
periodic_comprehensi

0.023 
influenza_virus_vacc

0.023 
thyroid_stimulating_

0.021 
screening_mammograph

0.021 
office_or_other_outp

0.021 
computer-aided_detec

0.021 
lump_or_mass_in_brea

0.020 
disorder_of_bone_and

0.020 
osteoporosis,_unspec

0.019 
level_c88305        

0.018 
menopausal_or_female

7/50

-3.0


0.035 
blood_count;_complet

0.034 
culture,_bacterial;_

0.033 
supervision_of_other

0.028 
infectious_agent_ant

0.027 
pregnant_state,_inci

0.022 
collection_of_venous

0.020 
other_advanced_mater

0.019 
normal_delivery_650 

0.018 
syphilis_test;_quali

0.018 
urine_pregnancy_test

0.018 
infectious_agent_det

0.018 
culture,_bacterial;_

0.017 
infectious_agent_det

0.017 
mother_with_single_l

0.017 
handling_and/or_conv

42/50

-2.7


0.123 
culture,_bacterial;_

0.102 
urinary_tract_infect

0.074 
urinalysis,_by_dip_s

0.071 
susceptibility_studi

0.035 
urinalysis,_by_dip_s

0.034 
hematuria_5997      

0.033 
calculus_of_kidney_5

0.028 
urinalysis,_by_dip_s

0.016 
basic_metabolic_pane

0.016 
computed_tomography,

0.015 
computed_tomography,

0.014 
dysuria_7881        

0.013 
calculus_of_gallblad

0.012 
levofloxacin_d04109 

0.009 
diverticulitis_of_co

32/50

-2.6


0.105 
coronary_atheroscler

0.070 
coronary_atheroscler

0.035 
unspecified_chest_pa

0.022 
postsurgical_aortoco

0.021 
electrocardiogram,_r

0.019 
old_myocardial_infar

0.018 
peripheral_vascular_

0.018 
unspecified_essentia

0.017 
other_and_unspecifie

0.017 
benign_essential_hyp

0.016 
aspirin_d00170      

0.016 
creatine_kinase_(ck)

0.015 
other_and_unspecifie

0.013 
occlusion_and_stenos

0.013 
nitroglycerin_d00321

48/50

-2.5


0.051 
emergency_department

0.048 
magnesium_c83735    

0.039 
phosphorus_inorganic

0.039 
drug_screen,_qualita

0.038 
emergency_department

0.038 
emergency_department

0.035 
creatinine;_blood_c8

0.034 
urea_nitrogen;_quant

0.034 
electrolyte_panel_th

0.032 
lipase_c83690       

0.032 
hepatic_function_pan

0.031 
glucose;_quantitativ

0.028 
amylase_c82150      

0.023 
prothrombin_time_c85

0.023 
electrocardiogram,_r

44/50

-2.5


0.067 
congestive_heart_fai

0.046 
doppler_echocardiogr

0.046 
doppler_echocardiogr

0.042 
mitral_valve_disorde

0.040 
echocardiography,_tr

0.028 
atrial_fibrillation_

0.025 
aortic_valve_disorde

0.024 
other_primary_cardio

0.022 
cardiomegaly_4293   

0.020 
furosemide_d00070   

0.018 
metoprolol_d00134   

0.017 
electrocardiogram,_r

0.014 
cardiac_pacemaker_in

0.014 
electrocardiographic

0.012 
aspirin_d00170      

29/50

-2.4


0.201 
therapeutic_procedur

0.124 
manual_therapy_techn

0.052 
physical_therapy_eva

0.040 
application_of_a_mod

0.032 
pain_in_joint_involv

0.031 
self-care/home_manag

0.026 
disorders_of_bursae_

0.025 
cervicalgia_7231    

0.024 
therapeutic_procedur

0.021 
neck_sprain_8470    

0.017 
therapeutic_activiti

0.016 
radiologic_examinati

0.016 
physical_therapy_re-

0.015 
other_affections_of_

0.012 
degeneration_of_cerv

36/50

-2.2


0.391 
major_depressive_dis

0.306 
pharmacologic_manage

0.047 
individual_psychothe

0.039 
major_depressive_dis

0.028 
unspecified_affectiv

0.027 
attention_deficit_di

0.025 
agoraphobia_with_pan

0.018 
individual_psychothe

0.018 
borderline_personali

0.009 
major_depressive_dis

0.008 
individual_psychothe

0.008 
unspecified_personal

0.008 
social_phobia_30023 

0.005 
emergency_department

0.004 
anxiety_state,_unspe

4/50

-2.2


0.061 
office_or_other_outp

0.049 
sedimentation_rate,_

0.031 
antinuclear_antibodi

0.031 
office_or_other_outp

0.031 
blood_count;_complet

0.029 
comprehensive_metabo

0.024 
collection_of_venous

0.022 
rheumatoid_arthritis

0.022 
nephelometry,_each_a

0.021 
pain_in_limb_7295   

0.020 
unspecified_disorder

0.020 
rheumatoid_factor;_q

0.018 
fluorescent_noninfec

0.018 
antinuclear_antibodi

0.016 
immunoelectrophoresi

16/50

-2.2


0.400 
individual_psychothe

0.096 
adjustment_reaction_

0.078 
anxiety_state,_unspe

0.058 
generalized_anxiety_

0.053 
prolonged_posttrauma

0.053 
neurotic_depression_

0.051 
panic_disorder_30001

0.041 
psychiatric_diagnost

0.034 
individual_psychothe

0.020 
family_psychotherapy

0.017 
depressive_disorder,

0.014 
adjustment_reaction_

0.013 
unspecified_adjustme

0.010 
major_depressive_dis

0.005 
adjustment_reaction_

39/50

-2.1


0.072 
culture,_bacterial;_

0.069 
infectious_agent_det

0.069 
infectious_agent_det

0.046 
encounter_for_unspec

0.045 
vaginitis_and_vulvov

0.033 
smear,_primary_sourc

0.033 
cytopathology,_cervi

0.025 
gonadotropin,_chorio

0.024 
urinalysis,_by_dip_s

0.024 
special_investigatio

0.024 
office_or_other_outp

0.023 
acute_pharyngitis_46

0.021 
urine_pregnancy_test

0.020 
cytopathology,_cervi

0.020 
dysplasia_of_cervix_

35/50

-2.1


0.236 
prothrombin_time_c85

0.151 
analysis_of_clinical

0.123 
encounter_for_long-t

0.105 
atrial_fibrillation_

0.061 
routine_venipuncture

0.060 
hemorrhagic_disorder

0.037 
acute,_but_ill-defin

0.031 
collection_of_venous

0.020 
aortic_valve_disorde

0.019 
embolism_and_thrombo

0.018 
warfarin_d00022     

0.016 
other_pulmonary_embo

0.013 
embolism_and_thrombo

0.008 
unspecified_transien

0.007 
thromboplastin_time,

18/50

-2.1


0.122 
other_and_unspecifie

0.079 
lipid_panel_this_pan

0.077 
office_or_other_outp

0.049 
pure_hypercholestero

0.026 
blood_count;_complet

0.026 
comprehensive_metabo

0.022 
thyroid_stimulating_

0.022 
creatine_kinase_(ck)

0.021 
need_for_prophylacti

0.020 
administration_of_in

0.020 
hepatic_function_pan

0.017 
lipoprotein,_direct_

0.016 
cholesterol,_serum_o

0.015 
basic_metabolic_pane

0.014 
electrocardiogram,_r

47/50

-2.0


0.059 
other_malignant_lymp

0.054 
lactate_dehydrogenas

0.030 
blood_count;_complet

0.030 
magnesium_c83735    

0.028 
blood_count;_complet

0.028 
office_or_other_outp

0.027 
comprehensive_metabo

0.025 
office_or_other_outp

0.023 
subsequent_hospital_

0.022 
blood_count;_blood_s

0.022 
collection_of_venous

0.018 
bilirubin;_direct_c8

0.016 
acute_myeloid_leukem

0.012 
phosphorus_inorganic

0.012 
multiple_myeloma_wit

46/50

-2.0


0.082 
pain_in_joint_involv

0.036 
pain_in_limb_7295   

0.028 
osteoarthrosis,_unsp

0.025 
pain_in_joint_involv

0.021 
office_or_other_outp

0.017 
radiologic_examinati

0.017 
radiologic_examinati

0.016 
physical_therapy_eva

0.015 
radiologic_examinati

0.015 
osteoarthrosis,_unsp

0.014 
pain_in_joint_involv

0.013 
radiologic_examinati

0.013 
unspecified_internal

0.013 
radiologic_examinati

0.013 
office_or_other_outp

2/50

-1.9


0.104 
esophageal_reflux_53

0.063 
abdominal_pain,_unsp

0.036 
diarrhea_78791      

0.032 
culture,_bacterial;_

0.032 
iron_binding_capacit

0.029 
cyanocobalamin_(vita

0.022 
ferritin_c82728     

0.019 
anemia,_unspecified_

0.019 
amylase_c82150      

0.018 
iron_deficiency_anem

0.017 
regional_enteritis_o

0.017 
folic_acid;_serum_c8

0.016 
abdominal_pain,_gene

0.016 
culture,_bacterial;_

0.014 
upper_gastrointestin

3/50

-1.9


0.160 
pharmacologic_manage

0.110 
obsessive-compulsive

0.082 
bipolar_affective_di

0.061 
bipolar_affective_di

0.049 
bipolar_affective_di

0.048 
bipolar_affective_di

0.046 
schizo-affective_typ

0.027 
unspecified_affectiv

0.026 
individual_psychothe

0.026 
lithium_c80178      

0.024 
non-covered_item_or_

0.019 
manic-depressive_psy

0.019 
dipropylacetic_acid_

0.016 
anorexia_nervosa_307

0.012 
impulse_control_diso

30/50

-1.7


0.164 
depressive_disorder,

0.089 
group_psychotherapy_

0.043 
other_and_unspecifie

0.041 
psychiatric_diagnost

0.034 
opioid_type_dependen

0.025 
unspecified_affectiv

0.024 
unspecified_drug_dep

0.022 
thyroid_stimulating_

0.021 
blood_count;_complet

0.021 
major_depressive_dis

0.017 
collection_of_venous

0.016 
urinalysis,_by_dip_s

0.015 
office_or_other_outp

0.014 
citalopram_d04332   

0.013 
major_depressive_dis

17/50

-1.7


0.174 
thyroid_stimulating_

0.142 
unspecified_hypothyr

0.068 
levothyroxine_d00278

0.059 
thyroxine;_total_c84

0.049 
collection_of_venous

0.043 
thyroxine;_free_c844

0.040 
triiodothyronine_t3;

0.029 
thyroid_hormone_(t3_

0.019 
nontoxic_uninodular_

0.019 
malignant_neoplasm_o

0.019 
thyrotoxicosis_witho

0.016 
prolactin_c84146    

0.015 
ultrasound,_soft_tis

0.013 
nontoxic_multinodula

0.011 
benign_neoplasm_of_p

26/50

-1.7


0.282 
malignant_neoplasm_o

0.046 
personal_history_of_

0.037 
office_or_other_outp

0.023 
secondary_malignant_

0.023 
blood_count;_complet

0.020 
comprehensive_metabo

0.019 
carcinoma_in_situ_of

0.019 
office_or_other_outp

0.017 
lump_or_mass_in_brea

0.017 
radiation_treatment_

0.016 
radiation_treatment_

0.015 
office_or_other_outp

0.014 
malignant_neoplasm_o

0.014 
immunoassay_for_tumo

0.012 
ultrasound,_breast(s

41/50

-1.6


0.070 
office_or_other_outp

0.036 
influenza_virus_vacc

0.036 
immunization_adminis

0.033 
need_for_prophylacti

0.026 
routine_general_medi

0.025 
attention_deficit_di

0.020 
eating_disorder,_uns

0.019 
routine_infant_or_ch

0.019 
constipation,_unspec

0.019 
need_for_prophylacti

0.018 
hepatitis_a_vaccine,

0.017 
hepatitis_b_vaccine,

0.017 
psychotherapy,_45_mi

0.015 
bulimia_30751       

0.014 
other_acne_7061     

11/50

-1.6


0.073 
obesity,_unspecified

0.034 
collection_of_venous

0.031 
office_or_other_outp

0.029 
thromboplastin_time,

0.028 
morbid_obesity_27801

0.025 
other_and_unspecifie

0.024 
prothrombin_time_c85

0.023 
office_consultation_

0.021 
hemoglobin;_glycated

0.020 
calcifediol_(25-oh_v

0.020 
office_consultation_

0.019 
sedimentation_rate,_

0.016 
electrocardiogram,_r

0.015 
preoperative_cardiov

0.015 
blood_count;_complet

9/50

-1.5


0.066 
ultrasound,_transvag

0.062 
ultrasound,_pelvic_(

0.054 
infertility,_female,

0.046 
irregular_menstrual_

0.043 
other_and_unspecifie

0.039 
gonadotropin;_follic

0.036 
leiomyoma_of_uterus,

0.033 
gonadotropin,_chorio

0.031 
estradiol_c82670    

0.028 
excessive_or_frequen

0.023 
gonadotropin;_lutein

0.019 
collection_of_venous

0.019 
prolactin_c84146    

0.018 
level_c88305        

0.017 
unspecified_symptom_

40/50

-1.5


0.066 
comprehensive_metabo

0.052 
office_or_other_outp

0.045 
encounter_for_antine

0.041 
blood_count;_complet

0.036 
chemotherapy_adminis

0.033 
office_or_other_outp

0.030 
malignant_neoplasm_o

0.027 
intensity_modulated_

0.020 
magnesium_c83735    

0.020 
office_or_other_outp

0.018 
lansoprazole_d00149 

0.016 
ondansetron_d00867  

0.014 
phosphorus_inorganic

0.014 
secondary_malignant_

0.012 
other_specified_coun

1/50

-1.2


0.053 
blood_count;_complet

0.052 
chemotherapy_encount

0.037 
chemotherapy_adminis

0.032 
lvp_solution_d04128 

0.027 
malignant_neoplasm_o

0.025 
malignant_neoplasm_o

0.023 
malignant_neoplasm_o

0.021 
carcinoembryonic_ant

0.019 
office_or_other_outp

0.019 
lactate_dehydrogenas

0.019 
computed_tomography,

0.019 
computed_tomography,

0.018 
malignant_neoplasm_o

0.017 
chemotherapy_adminis

0.016 
malignant_neoplasm_o

27/50

-1.2


0.082 
office_or_other_outp

0.048 
routine_general_medi

0.048 
office_or_other_outp

0.039 
screening_for_malign

0.035 
thyroid_stimulating_

0.034 
blood_count;_complet

0.028 
collection_of_venous

0.026 
periodic_comprehensi

0.022 
other_malaise_and_fa

0.021 
cytopathology,_cervi

0.017 
other_acne_7061     

0.016 
allergic_rhinitis,_c

0.016 
cytopathology,_cervi

0.016 
screening_papanicola

0.013 
lipid_panel_this_pan

10/50

-1.0


0.049 
level_c88305        

0.048 
contact_dermatitis_a

0.044 
destruction_(eg,_las

0.039 
other_seborrheic_ker

0.037 
actinic_keratosis_70

0.036 
office_or_other_outp

0.034 
benign_neoplasm_of_s

0.034 
benign_neoplasm_of_s

0.030 
other_dyschromia_709

0.029 
office_or_other_outp

0.027 
destruction_(eg,_las

0.024 
biopsy_of_skin,_subc

0.022 
viral_warts,_unspeci

0.021 
other_chronic_dermat

0.018 
personal_history_of_

37/50

-0.9


0.078 
collection_of_venous

0.065 
other_and_unspecifie

0.045 
basic_metabolic_pane

0.045 
office_or_other_outp

0.044 
office_or_other_outp

0.024 
benign_essential_hyp

0.023 
blood_count;_complet

0.021 
influenza_virus_vacc

0.020 
lipid_panel_this_pan

0.020 
prostate_specific_an

0.016 
anxiety_state,_unspe

0.015 
electrocardiogram,_r

0.015 
blood_count;_complet

0.014 
aspirin_d00170      

0.014 
office_or_other_outp

31/50

-0.6


0.042 
chronic_renal_failur

0.035 
blood_count;_complet

0.029 
renal_function_panel

0.025 
renal_failure,_unspe

0.022 
encounter_for_long-t

0.021 
phosphorus_inorganic

0.019 
complications_of_tra

0.018 
tacrolimus_c80197   

0.016 
cyclosporine_c80158 

0.015 
kidney_replaced_by_t

0.014 
liver_replaced_by_tr

0.013 
subsequent_hospital_

0.013 
end_stage_renal_dise

0.012 
hemodialysis_procedu

0.012 
bilirubin;_direct_c8

12/50

-0.4


0.078 
magnetic_resonance_(

0.069 
malignant_neoplasm_o

0.046 
malignant_neoplasm_o

0.044 
multiple_sclerosis_3

0.025 
phenytoin;_total_c80

0.023 
levetiracetam_d04499

0.021 
blood_count;_complet

0.021 
neoplasm_of_unspecif

0.021 
office_or_other_outp

0.020 
benign_neoplasm_of_c

0.019 
blood_count;_complet

0.019 
other_conditions_of_

0.014 
fosphenytoin_d00143 

0.012 
other_convulsions_78

0.012 
urinalysis,_by_dip_s