LEGEND_NAME = ourBP_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = paroxetine

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = 50.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20171012bpfrbest-mod_name=slda__tf-frac_labels=1.000-n_states=050-alpha=1.0100-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K050_f1.000-weight_x=0.0-weight_y=0001.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=20/1/lap0000005.000_topic_model_snapshot

19/50

-5.1


0.183 
blood,_occult,_by_pe

0.145 
headache_7840       

0.136 
ibuprofen_d00015    

0.118 
other_chest_pain_786

0.118 
dyspepsia_and_other_

0.114 
abdominal_pain,_gene

0.110 
radiologic_examinati

0.103 
disturbance_of_skin_

0.102 
thiamine_d03130     

0.099 
duplex_scan_of_extre

0.091 
bell's_palsy_3510   

0.086 
thyroxine;_free_c844

0.082 
senna_d01013        

0.081 
nonspecific_reaction

0.080 
esomeprazole_d04749 

40/50

-4.8


0.222 
magnesium_c83735    

0.088 
intensity_modulated_

0.085 
lansoprazole_d00149 

0.079 
radiotherapy_encount

0.076 
dual-energy_x-ray_ab

0.076 
blood,_occult,_by_pe

0.076 
initial_inpatient_co

0.075 
unspecified_hearing_

0.074 
office_or_other_outp

0.074 
blood_count;_complet

0.066 
doxepin_d00217      

0.065 
cell_count,_miscella

0.065 
folic_acid;_serum_c8

0.065 
malignant_neoplasm_o

0.065 
unspecified_chest_pa

7/50

-4.7


0.994 
other_suspected_mate

0.316 
culture,_bacterial;_

0.261 
routine_general_medi

0.223 
emergency_department

0.171 
amylase_c82150      

0.143 
urinalysis,_by_dip_s

0.129 
ibuprofen_d00015    

0.100 
culture,_bacterial;_

0.070 
amoxicillin_d00088  

0.069 
computer-aided_detec

0.066 
aspirin_d00170      

0.063 
paralytic_ileus_5601

0.061 
dual-energy_x-ray_ab

0.060 
other_specified_affe

0.057 
pathology_consultati

37/50

-4.5


0.122 
basic_metabolic_pane

0.099 
acetaminophen_d00049

0.072 
lipid_panel_this_pan

0.069 
volume_depletion_276

0.069 
calcium;_ionized_c82

0.066 
intravenous_infusion

0.065 
abdominal_aortic_ane

0.064 
hydrocele,_unspecifi

0.061 
other_ankle_sprain_8

0.061 
finasteride_d00563  

0.060 
level_v_-_surgical_p

0.059 
lamotrigine_d03809  

0.059 
head_injury,_unspeci

0.058 
other_specified_diso

0.058 
unspecified_fall_e88

31/50

-4.2


0.085 
chronic_renal_failur

0.073 
complications_of_tra

0.067 
tacrolimus_c80197   

0.066 
thromboplastin_time,

0.065 
liver_replaced_by_tr

0.064 
office_or_other_outp

0.064 
blood_count;_complet

0.061 
lovastatin_d00280   

0.059 
respiratory_failure_

0.058 
emergency_department

0.058 
bilirubin;_direct_c8

0.056 
hidradenitis_70583  

0.055 
phosphorus_inorganic

0.054 
office_or_other_outp

0.054 
neoplasm_of_uncertai

6/50

-4.1


0.131 
phosphatase,_alkalin

0.114 
smear,_primary_sourc

0.099 
ondansetron_d00867  

0.094 
prostate_specific_an

0.085 
morphine_d00308     

0.081 
preoperative_examina

0.078 
esomeprazole_d04749 

0.076 
disturbance_of_skin_

0.075 
quetiapine_d04220   

0.075 
conjugated_estrogens

0.070 
creatine_kinase_(ck)

0.069 
radiologic_examinati

0.066 
hyposmolality_and/or

0.065 
folic_acid_d00241   

0.065 
mylagia_and_myositis

41/50

-4.0


0.065 
fall_from_other_slip

0.064 
screening_for_malign

0.056 
shortness_of_breath_

0.053 
bronchitis,_not_spec

0.053 
physical_therapy_eva

0.051 
office_or_other_outp

0.050 
arteritis,_unspecifi

0.049 
palpitations_7851   

0.048 
bilirubin;_total_c82

0.047 
disorder_of_bone_and

0.045 
urinalysis,_by_dip_s

0.044 
other_specified_preo

0.043 
hemoglobin;_glycated

0.043 
office_or_other_outp

0.042 
initial_hospital_car

27/50

-4.0


0.081 
routine_general_medi

0.080 
aspirin_d00170      

0.066 
methotrexate_d00060 

0.063 
lyme_disease_08881  

0.060 
gonadotropin;_lutein

0.059 
toxic_effect_of_veno

0.059 
fibrin_degradation_p

0.058 
benzonatate_d00796  

0.055 
urine_pregnancy_test

0.053 
screening_mammograph

0.053 
family_history_of_ot

0.053 
mixed_hyperlipidemia

0.052 
coronary_atheroscler

0.052 
other_and_unspecifie

0.051 
acetaminophen-propox

4/50

-3.9


0.078 
hepatic_function_pan

0.074 
urinalysis,_by_dip_s

0.066 
postsurgical_arthrod

0.066 
magnetic_resonance_(

0.062 
hydromorphone_d00255

0.061 
gabapentin_d03182   

0.058 
office_or_other_outp

0.055 
lvp_solution_d04128 

0.054 
bilirubin;_total_and

0.052 
celecoxib_d04380    

0.052 
azithromycin_d00091 

0.051 
unspecified_viral_in

0.049 
office_or_other_outp

0.049 
need_for_prophylacti

0.048 
radiologic_examinati

30/50

-3.6


0.140 
citalopram_d04332   

0.115 
acute_upper_respirat

0.094 
hyperparathyroidism_

0.086 
sedimentation_rate,_

0.082 
office_or_other_outp

0.075 
group_psychotherapy_

0.073 
other_specified_preo

0.072 
abnormality_of_gait_

0.067 
depressive_disorder,

0.061 
anxiety_state,_unspe

0.061 
fracture,_cause_unsp

0.058 
blood_count;_blood_s

0.057 
nonspecific_abnormal

0.057 
osteoarthrosis,_loca

0.057 
testosterone;_free_c

0/50

-3.4


0.146 
unspecified_idiopath

0.123 
triglycerides_c84478

0.110 
gabapentin_d03182   

0.109 
radiologic_examinati

0.101 
trigeminal_neuralgia

0.098 
mylagia_and_myositis

0.093 
abdominal_pain,_unsp

0.088 
rash_and_other_nonsp

0.086 
gastrointestinal_com

0.078 
hepatitis_c_antibody

0.078 
bupropion_d00181    

0.073 
cyclobenzaprine_d009

0.073 
migraine,_unspecifie

0.072 
computed_tomography,

0.071 
pain_in_joint_involv

34/50

-3.4


0.191 
acetaminophen-oxycod

0.157 
backache,_unspecifie

0.106 
pain_in_limb_7295   

0.105 
pregabalin_d05508   

0.102 
cervicalgia_7231    

0.100 
office_consultation_

0.099 
painful_respiration_

0.095 
heterophile_antibodi

0.083 
occupational_therapy

0.070 
multivitamin_d03140 

0.066 
unlisted_chemistry_p

0.062 
scar_conditions_and_

0.060 
migraine,_unspecifie

0.060 
echocardiography,_tr

0.060 
creatine_kinase_(ck)

12/50

-3.2


0.113 
phosphorus_inorganic

0.104 
malignant_neoplasm_o

0.093 
malignant_neoplasm_o

0.079 
blood_count;_complet

0.074 
lansoprazole_d00149 

0.069 
office_or_other_outp

0.058 
magnetic_resonance_(

0.057 
bilirubin;_total_c82

0.055 
homocystine_c83090  

0.054 
acute,_but_ill-defin

0.054 
office_or_other_outp

0.051 
secondary_malignant_

0.049 
emergency_department

0.047 
cerebral_embolism,_w

0.047 
lipase_c83690       

43/50

-3.1


0.356 
basic_metabolic_pane

0.312 
acute_bronchitis_466

0.284 
creatinine;_blood_c8

0.145 
type_ii_diabetes_mel

0.112 
hemoglobin;_glycated

0.090 
lipid_panel_this_pan

0.083 
bilirubin;_total_and

0.073 
diabetes_mellitus_ty

0.072 
amphetamine-dextroam

0.071 
unspecified_essentia

0.069 
unspecified_sinusiti

0.066 
unspecified_viral_in

0.065 
dysmenorrhea_6253   

0.065 
ethinyl_estradiol-le

0.064 
screening_cytopathol

11/50

-3.0


0.112 
citalopram_d04332   

0.102 
lidocaine_d00059    

0.099 
thromboplastin_time,

0.089 
sedimentation_rate,_

0.087 
hepatic_function_pan

0.073 
unspecified_viral_in

0.071 
manic-depressive_psy

0.070 
spironolactone_d0037

0.069 
midazolam_d00301    

0.067 
drug_screen,_qualita

0.061 
office_or_other_outp

0.061 
swelling_of_limb_729

0.058 
lesion_of_plantar_ne

0.057 
other_chest_pain_786

0.056 
unspecified_disorder

3/50

-2.8


0.196 
thyroid_stimulating_

0.121 
office_or_other_outp

0.114 
citalopram_d04332   

0.104 
electrocardiogram,_r

0.098 
urinalysis,_by_dip_s

0.096 
tobacco_use_disorder

0.085 
bipolar_affective_di

0.081 
bipolar_affective_di

0.080 
emergency_department

0.074 
bipolar_affective_di

0.073 
radiologic_examinati

0.073 
bipolar_affective_di

0.072 
acute_upper_respirat

0.070 
unspecified_hemorrho

0.070 
uric_acid;_blood_c84

24/50

-2.8


0.167 
electrocardiogram,_r

0.075 
urinalysis,_by_dip_s

0.072 
lipase_c83690       

0.068 
treatment_of_speech,

0.061 
emergency_department

0.057 
other_convulsions_78

0.056 
acute_upper_respirat

0.055 
office_or_other_outp

0.053 
borderline_personali

0.050 
hydromorphone_d00255

0.049 
subsequent_hospital_

0.048 
encounter_for_fittin

0.047 
office_or_other_outp

0.046 
cerebral_artery_occl

0.046 
electrocardiogram,_r

48/50

-2.8


0.072 
acute_upper_respirat

0.063 
office_or_other_outp

0.059 
psychiatric_diagnost

0.052 
pain_in_joint_involv

0.050 
electrocardiogram,_r

0.050 
cytopathology,_fluid

0.048 
blood_count;_blood_s

0.045 
office_or_other_outp

0.044 
omeprazole_d00325   

0.044 
hepatitis_c_antibody

0.041 
screening_papanicola

0.041 
prothrombin_time_c85

0.039 
hepatitis_b_surface_

0.038 
urinalysis,_by_dip_s

0.038 
albuterol_d00749    

29/50

-2.7


0.628 
pain_in_limb_7295   

0.501 
cervicalgia_7231    

0.249 
therapeutic_procedur

0.157 
preoperative_cardiov

0.146 
manual_therapy_techn

0.124 
office_consultation_

0.112 
drug_screen,_qualita

0.103 
office_or_other_outp

0.092 
urine_pregnancy_test

0.086 
physical_therapy_eva

0.077 
gonadotropin,_chorio

0.068 
level_v_-_surgical_p

0.067 
pain_in_joint_involv

0.065 
diphenhydramine_d002

0.065 
encounter_for_unspec

14/50

-2.7


0.243 
acetaminophen-oxycod

0.224 
backache,_unspecifie

0.082 
anemia,_unspecified_

0.072 
other_acne_7061     

0.068 
palpitations_7851   

0.068 
hydromorphone_d00255

0.064 
office_or_other_outp

0.062 
nausea_with_vomiting

0.058 
dizziness_and_giddin

0.056 
influenza_virus_vacc

0.055 
screening_examinatio

0.053 
esophageal_reflux_53

0.053 
hemorrhage_of_rectum

0.052 
benign_neoplasm_of_s

0.050 
upper_gastrointestin

13/50

-2.6


0.201 
electrocardiogram,_r

0.120 
electrolyte_panel_th

0.088 
urinalysis,_by_dip_s

0.073 
acute_upper_respirat

0.071 
subsequent_hospital_

0.068 
rash_and_other_nonsp

0.066 
office_consultation_

0.065 
other_malaise_and_fa

0.064 
unspecified_pleural_

0.062 
cough_7862          

0.060 
professional_service

0.060 
office_or_other_outp

0.059 
electrocardiogram,_r

0.057 
psychiatric_diagnost

0.055 
radiologic_examinati

36/50

-2.5


0.358 
depressive_disorder,

0.319 
anxiety_state,_unspe

0.221 
major_depressive_dis

0.103 
pharmacologic_manage

0.089 
level_c88305        

0.080 
other_dyspnea_and_re

0.072 
iron_binding_capacit

0.072 
ondansetron_d00867  

0.072 
therapeutic_procedur

0.070 
electrocardiogram,_r

0.070 
mylagia_and_myositis

0.068 
ranitidine_d00021   

0.067 
individual_psychothe

0.065 
other_specified_preo

0.065 
lidocaine_topical_d0

17/50

-2.5


0.522 
thyroid_stimulating_

0.104 
unspecified_hypothyr

0.078 
radiologic_examinati

0.077 
ciprofloxacin_d00011

0.063 
ketorolac_d00273    

0.062 
ondansetron_d00867  

0.062 
oxycodone_d00329    

0.058 
tobacco_use_disorder

0.057 
acetaminophen-hydroc

0.053 
unspecified_drug_dep

0.052 
other_specified_preo

0.052 
thyroxine;_total_c84

0.051 
emergency_department

0.049 
computed_tomography,

0.048 
computed_tomography,

45/50

-2.5


0.179 
radiotherapy_encount

0.123 
malignant_neoplasm_o

0.105 
magnesium_c83735    

0.094 
radiation_treatment_

0.094 
office_or_other_outp

0.092 
blood_count;_complet

0.091 
folic_acid;_serum_c8

0.069 
radiation_treatment_

0.066 
intensity_modulated_

0.064 
lansoprazole_d00149 

0.057 
unlisted_chemistry_p

0.055 
continuing_medical_p

0.053 
urinary_incontinence

0.052 
emergency_department

0.051 
radiation_treatment_

47/50

-2.5


0.153 
magnesium_c83735    

0.076 
cholesterol,_serum_o

0.069 
blood_count;_complet

0.061 
azithromycin_d00091 

0.061 
culture,_presumptive

0.060 
other_malignant_lymp

0.054 
unspecified_chest_pa

0.053 
cough_7862          

0.053 
lithium_c80178      

0.051 
office_or_other_outp

0.051 
renal_failure,_unspe

0.051 
other_b-complex_defi

0.051 
psychiatric_diagnost

0.050 
gases,_blood,_any_co

0.049 
lansoprazole_d00149 

25/50

-2.4


0.472 
radiologic_examinati

0.309 
cholesterol,_serum_o

0.280 
electrocardiogram,_r

0.259 
electrolyte_panel_th

0.203 
rash_and_other_nonsp

0.188 
radiologic_examinati

0.183 
abdominal_pain,_unsp

0.146 
calcifediol_(25-oh_v

0.129 
subsequent_hospital_

0.124 
culture,_presumptive

0.122 
antibody;_rubella_c8

0.111 
other_malaise_and_fa

0.099 
diarrhea_78791      

0.095 
azithromycin_d00091 

0.084 
electrocardiogram,_r

35/50

-2.3


0.426 
prothrombin_time_c85

0.411 
analysis_of_clinical

0.315 
encounter_for_long-t

0.237 
hemorrhagic_disorder

0.184 
atrial_fibrillation_

0.094 
acute,_but_ill-defin

0.083 
collection_of_venous

0.083 
aortic_valve_disorde

0.066 
embolism_and_thrombo

0.066 
routine_venipuncture

0.064 
emergency_department

0.058 
contact_dermatitis_a

0.054 
human_immunodeficien

0.052 
transferase;_alanine

0.051 
unspecified_viral_in

44/50

-2.2


0.141 
emergency_department

0.089 
thromboplastin_time,

0.075 
smear,_primary_sourc

0.073 
electrocardiogram,_r

0.070 
congestive_heart_fai

0.068 
radiologic_examinati

0.064 
multivitamin_d03140 

0.064 
hydrochlorothiazide_

0.062 
lipid_panel_this_pan

0.060 
azithromycin_d00091 

0.055 
culture,_fungi_(mold

0.054 
cholesterol,_serum_o

0.054 
atrial_fibrillation_

0.051 
omeprazole_d00325   

0.050 
protein;_total,_exce

38/50

-2.2


0.157 
at_least_one_prescri

0.155 
urea_nitrogen;_quant

0.145 
routine_venipuncture

0.143 
therapeutic,_prophyl

0.140 
documentation_that_p

0.139 
office_consultation_

0.136 
cyclobenzaprine_d009

0.129 
transferase;_asparta

0.128 
glucose;_quantitativ

0.111 
3d_rendering_with_in

0.106 
other_psoriasis_and_

0.093 
therapeutic,_prophyl

0.093 
aminophylline_d00758

0.092 
echocardiography,_tr

0.092 
dehydration_27651   

26/50

-2.2


0.207 
malignant_neoplasm_o

0.080 
office_or_other_outp

0.076 
creatinine;_blood_c8

0.072 
blood_count;_complet

0.068 
phosphorus_inorganic

0.062 
secondary_malignant_

0.059 
fluoxetine_d00236   

0.059 
menopausal_or_female

0.055 
testosterone;_free_c

0.055 
albumin;_serum_c8204

0.053 
creatine_c82540     

0.049 
radiation_treatment_

0.049 
office_or_other_outp

0.048 
cyanocobalamin_(vita

0.047 
palpitations_7851   

9/50

-2.2


0.080 
level_c88305        

0.069 
morphine_d00308     

0.066 
ibuprofen_d00015    

0.065 
amoxicillin_d00088  

0.064 
pain_in_joint,_site_

0.063 
periodic_comprehensi

0.061 
trazodone_d00395    

0.060 
cerebral_aneurysm,_n

0.060 
screening_for_malign

0.059 
unspecified_viral_in

0.058 
susceptibility_studi

0.057 
headache_7840       

0.056 
diphenhydramine_d002

0.055 
sulfamethoxazole-tri

0.055 
fetal_non-stress_tes

2/50

-2.0


0.084 
hepatic_function_pan

0.081 
sedimentation_rate,_

0.058 
bupropion_d00181    

0.056 
spinal_stenosis_of_c

0.056 
thromboplastin_time,

0.050 
other_chest_pain_786

0.049 
cytopathology,_smear

0.049 
office_or_other_outp

0.048 
need_for_prophylacti

0.046 
urinalysis,_by_dip_s

0.045 
malignant_neoplasm_o

0.045 
office_or_other_outp

0.045 
preoperative_cardiov

0.043 
pneumonia,_organism_

0.042 
abdominal_pain,_unsp

1/50

-1.9


0.157 
magnesium_c83735    

0.085 
blood_count;_complet

0.075 
folic_acid;_serum_c8

0.068 
office_or_other_outp

0.058 
office_or_other_outp

0.057 
malignant_neoplasm_o

0.057 
lansoprazole_d00149 

0.049 
emergency_department

0.049 
multivitamin_d03140 

0.048 
coronal,_sagittal,_m

0.048 
electrocardiographic

0.047 
critical_care,_evalu

0.047 
comprehensive_metabo

0.046 
unspecified_chest_pa

0.045 
unlisted_chemistry_p

16/50

-1.8


0.459 
anxiety_state,_unspe

0.403 
depressive_disorder,

0.280 
individual_psychothe

0.117 
adjustment_reaction_

0.114 
iron_binding_capacit

0.105 
pure_hypercholestero

0.096 
neurotic_depression_

0.095 
level_c88305        

0.092 
therapeutic_procedur

0.077 
lvp_solution_d04128 

0.075 
screening_for_malign

0.071 
periodic_comprehensi

0.071 
ferritin_c82728     

0.071 
casanthranol-docusat

0.069 
physical_therapy_eva

32/50

-1.8


0.147 
basic_metabolic_pane

0.125 
lipid_panel_this_pan

0.107 
urea_nitrogen;_quant

0.078 
unspecified_sleep_di

0.077 
lipoprotein,_direct_

0.065 
cell_count,_miscella

0.064 
albumin;_serum_c8204

0.063 
unspecified_otitis_m

0.060 
cytopathology,_smear

0.058 
creatine_kinase_(ck)

0.057 
dysuria_7881        

0.055 
coronary_atheroscler

0.054 
creatinine;_blood_c8

0.052 
at_least_one_prescri

0.052 
unspecified_essentia

33/50

-1.7


0.082 
blood_count;_complet

0.071 
hepatic_function_pan

0.066 
administration_of_in

0.061 
emergency_department

0.060 
culture,_presumptive

0.053 
blood_count;_complet

0.051 
human_immunodeficien

0.050 
nonspecific_abnormal

0.050 
amylase_c82150      

0.049 
office_or_other_outp

0.048 
chloride;_blood_c824

0.048 
injury_by_unspecifie

0.047 
glucose;_quantitativ

0.046 
contact_dermatitis_a

0.046 
hepatitis,_unspecifi

46/50

-1.7


0.080 
screening_mammograph

0.067 
office_or_other_outp

0.060 
antinuclear_antibodi

0.060 
pain_in_limb_7295   

0.055 
calcium;_total_c8231

0.054 
encounter_for_long-t

0.048 
office_or_other_outp

0.046 
urinalysis;_microsco

0.044 
fever_7806          

0.043 
palpitations_7851   

0.043 
blood_count;_spun_mi

0.043 
abnormal_weight_gain

0.042 
sertraline_d00880   

0.042 
droperidol_d00233   

0.042 
hypertrophy_(benign)

21/50

-1.7


0.155 
lipid_panel_this_pan

0.149 
lipoprotein,_direct_

0.125 
basic_metabolic_pane

0.082 
lvp_solution_d04128 

0.082 
vomiting_alone_78703

0.080 
unspecified_otitis_m

0.080 
cellulitis_and_absce

0.078 
rheumatoid_factor;_q

0.073 
unspecified_essentia

0.073 
cefazolin_d00007    

0.067 
therapeutic,_prophyl

0.065 
drospirenone-ethinyl

0.064 
loratadine_d03050   

0.063 
protein;_total,_exce

0.063 
unspecified_accident

10/50

-1.7


0.108 
folic_acid;_serum_c8

0.106 
office_or_other_outp

0.082 
nicotine_d00316     

0.076 
hemoglobin;_glycated

0.072 
nausea_alone_78702  

0.072 
palpitations_7851   

0.070 
level_c88305        

0.063 
head_injury,_unspeci

0.060 
therapeutic,_prophyl

0.059 
calcium;_total_c8231

0.055 
trazodone_d00395    

0.051 
troponin,_quantitati

0.050 
gonadotropin;_lutein

0.049 
office_or_other_outp

0.048 
nonspecific_abnormal

22/50

-1.6


0.137 
phosphorus_inorganic

0.084 
sodium;_serum_c84295

0.078 
emergency_department

0.068 
culture,_presumptive

0.057 
office_or_other_outp

0.056 
multivitamin_d03140 

0.054 
hepatitis_b_surface_

0.052 
thromboplastin_time,

0.052 
radiologic_examinati

0.051 
abdominal_pain,_gene

0.049 
cholesterol,_serum_o

0.049 
diazepam_d00148     

0.047 
need_for_prophylacti

0.046 
ultrasound,_abdomina

0.045 
unspecified_viral_in

15/50

-1.5


0.337 
culture,_bacterial;_

0.298 
routine_general_medi

0.277 
emergency_department

0.179 
amylase_c82150      

0.177 
urinalysis,_by_dip_s

0.136 
culture,_bacterial;_

0.106 
preoperative_cardiov

0.100 
ibuprofen_d00015    

0.074 
pregnant_state,_inci

0.068 
urinalysis,_by_dip_s

0.067 
syphilis_test;_quali

0.061 
headache_7840       

0.056 
glucose;_quantitativ

0.056 
infectious_agent_ant

0.054 
screening_for_malign

39/50

-1.5


0.211 
urinalysis,_by_dip_s

0.147 
carbon_dioxide_(bica

0.132 
routine_gynelogical_

0.128 
acute_pharyngitis_46

0.128 
fibrin_degradation_p

0.125 
acute_sinusitis,_uns

0.121 
headache_7840       

0.112 
urine_pregnancy_test

0.111 
urinalysis,_by_dip_s

0.111 
troponin,_qualitativ

0.110 
culture,_bacterial;_

0.103 
other_chronic_nonalc

0.093 
initial_inpatient_co

0.084 
antibody;_hiv-1_and_

0.081 
hepatitis,_unspecifi

8/50

-1.4


0.132 
citalopram_d04332   

0.092 
aripiprazole_d04825 

0.084 
cytopathology,_slide

0.081 
initial_observation_

0.079 
obstructive_sleep_ap

0.076 
other_postsurgical_s

0.074 
other_specified_dise

0.066 
ingrowing_nail_7030 

0.065 
postmenopausal_bleed

0.062 
protein;_total,_exce

0.058 
office_or_other_outp

0.057 
pravastatin_d00348  

0.056 
nicotine_d00316     

0.053 
initial_inpatient_co

0.053 
trimming_of_dystroph

23/50

-1.2


0.168 
immunocytochemistry_

0.150 
preoperative_examina

0.148 
cardiovascular_stres

0.129 
unspecified_otitis_m

0.121 
palpitations_7851   

0.101 
creatine_c82540     

0.099 
noninvasive_ear_or_p

0.096 
prostate_specific_an

0.095 
gout,_unspecified_27

0.094 
gonadotropin,_chorio

0.094 
smear,_primary_sourc

0.081 
fluticasone_d04283  

0.080 
cytopathology,_cervi

0.080 
impotence_of_organic

0.078 
other_screening_mamm

18/50

-1.1


0.146 
urea_nitrogen;_quant

0.112 
lipid_panel_this_pan

0.072 
unspecified_accident

0.063 
routine_venipuncture

0.063 
transferase;_asparta

0.063 
cyclobenzaprine_d009

0.062 
unspecified_otitis_m

0.059 
basic_metabolic_pane

0.058 
constipation,_unspec

0.058 
injury_by_unspecifie

0.056 
nausea_alone_78702  

0.056 
consultation_and_rep

0.054 
polyethylene_glycol_

0.054 
otalgia,_unspecified

0.053 
ciprofloxacin_d00011

42/50

-1.0


0.063 
glucose;_quantitativ

0.063 
blood_count;_complet

0.056 
pregnancy_examinatio

0.050 
other_voice_disturba

0.050 
infectious_agent_det

0.049 
unspecified_accident

0.049 
pulmonary_congestion

0.048 
morbid_obesity_27801

0.047 
encounter_for_long-t

0.046 
other_chronic_pain_3

0.046 
cyclobenzaprine_d009

0.046 
citalopram_d04332   

0.044 
constipation,_unspec

0.043 
sprain_of_unspecifie

0.043 
other_malignant_neop

28/50

-0.3


0.105 
urea_nitrogen;_quant

0.079 
routine_venipuncture

0.070 
transferase;_asparta

0.067 
cervical_or_vaginal_

0.067 
unspecified_intestin

0.063 
glucose;_quantitativ

0.063 
troponin,_qualitativ

0.063 
lipid_panel_this_pan

0.060 
sulfamethoxazole-tri

0.060 
baclofen_d00967     

0.059 
other_psoriasis_and_

0.059 
muscle_weakness_7288

0.058 
levofloxacin_d04109 

0.057 
enlargement_of_lymph

0.056 
other_and_unspecifie

49/50

0.4


0.151 
cefazolin_d00007    

0.089 
bilirubin;_total_c82

0.073 
malaise_and_fatigue_

0.070 
creatine_c82540     

0.068 
magnetic_resonance_(

0.062 
tobacco_use_disorder

0.062 
office_or_other_outp

0.061 
bilirubin;_total_and

0.060 
office_consultation_

0.059 
computed_tomography,

0.059 
unspecified_neurotic

0.058 
other_specified_exam

0.057 
sedation_with_or_wit

0.054 
office_or_other_outp

0.054 
initial_observation_

5/50

0.4


0.167 
hemoglobin_fractiona

0.142 
urea_nitrogen;_quant

0.141 
cervical_or_vaginal_

0.135 
routine_venipuncture

0.126 
transferase;_asparta

0.118 
documentation_that_p

0.116 
glucose;_quantitativ

0.113 
cyclobenzaprine_d009

0.109 
other_psoriasis_and_

0.101 
at_least_one_prescri

0.094 
troponin,_qualitativ

0.083 
screening_papanicola

0.081 
initial_hospital_car

0.077 
intravenous_infusion

0.076 
fever,_unspecified_7

20/50

1.0


0.219 
nortriptyline_c80182

0.095 
tietze's_disease_733

0.094 
gentamicin_d00125   

0.081 
other_unknown_and_un

0.081 
other_and_unspecifie

0.071 
pain_in_joint_involv

0.068 
hydromorphone_d00255

0.067 
immunization_adminis

0.066 
abdominal_pain,_othe

0.064 
arthropathy,_unspeci

0.064 
streptococcal_sore_t

0.064 
headache_7840       

0.064 
late_effect_of_unspe

0.063 
colonoscopy,_flexibl

0.059 
other_psychalgia_307