LEGEND_NAME = Gibbs_LDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = nortriptyline

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = 100.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20170930-mod_name=slda__np-frac_labels=1.000-n_states=100-alpha=0.0100-tau=0.0100-lambda_w=0.001-init_name=rand_smooth_background-alg_name=mallet_gibbs_sampler-n_batches=1/1/lap0001150.000_topic_model_snapshot

95/100

-13.2


0.094 
other_malignant_lymp

0.068 
chemotherapy_encount

0.061 
blood_count;_complet

0.050 
chemotherapy_adminis

0.048 
lvp_solution_d04128 

0.045 
lactate_dehydrogenas

0.044 
routine_venipuncture

0.042 
office_or_other_outp

0.038 
comprehensive_metabo

0.023 
chemotherapy_adminis

0.019 
ondansetron_d00867  

0.019 
blood_count;_blood_s

0.018 
office_or_other_outp

0.017 
dexamethasone_d00206

0.014 
hodgkin's_disease,_u

24/100

-10.1


0.073 
subsequent_hospital_

0.040 
lactate_dehydrogenas

0.038 
magnesium_c83735    

0.032 
acute_myeloid_leukem

0.031 
bilirubin;_direct_c8

0.024 
comprehensive_metabo

0.023 
office_or_other_outp

0.022 
collection_of_venous

0.020 
complications_of_bon

0.020 
office_or_other_outp

0.018 
blood_count;_complet

0.017 
cyclosporine_c80158 

0.017 
gammaglobulin;_iga,_

0.016 
blood_count;_blood_s

0.015 
acute_myeloid_leukem

71/100

-8.2


0.090 
cardiac_pacemaker_in

0.068 
sinoatrial_node_dysf

0.066 
aortic_valve_disorde

0.041 
electronic_analysis_

0.035 
abdominal_aortic_ane

0.030 
endocarditis,_valve_

0.029 
heart_valve_replaced

0.023 
atrioventricular_blo

0.022 
thoracic_aortic_aneu

0.015 
computed_tomographic

0.014 
computed_tomographic

0.014 
office_or_other_outp

0.014 
electrocardiogram,_r

0.013 
radiologic_examinati

0.013 
dissecting_aneurysm_

11/100

-8.2


0.164 
infertility,_female,

0.047 
collection_of_venous

0.047 
estradiol_c82670    

0.044 
gonadotropin,_chorio

0.039 
handling_and/or_conv

0.035 
infertility,_female,

0.028 
infectious_agent_ant

0.025 
ultrasound,_transvag

0.022 
gonadotropin;_follic

0.022 
supervision_of_high-

0.021 
twin_pregnancy,_ante

0.018 
office_or_other_outp

0.018 
ultrasound,_pelvic_(

0.016 
prolactin_c84146    

0.015 
male_infertility,_un

39/100

-7.9


0.082 
dysplasia_of_cervix_

0.080 
nonspecific_abnormal

0.076 
cytopathology,_cervi

0.065 
cytopathology,_cervi

0.065 
level_c88305        

0.060 
office_or_other_outp

0.032 
other_specified_pers

0.031 
cytopathology,_cervi

0.031 
nonspecific_abnormal

0.029 
colposcopy_of_the_ce

0.025 
screening_for_malign

0.024 
carcinoma_in_situ_of

0.021 
atypical_squamous_ce

0.017 
cytopathology,_smear

0.016 
special_investigatio

98/100

-7.9


0.248 
obsessive-compulsive

0.233 
individual_psychothe

0.197 
panic_disorder_30001

0.084 
agoraphobia_with_pan

0.049 
individual_psychothe

0.031 
major_depressive_dis

0.025 
generalized_anxiety_

0.023 
pharmacologic_manage

0.017 
psychiatric_diagnost

0.014 
phobia,_unspecified_

0.014 
anxiety_state,_unspe

0.010 
social_phobia_30023 

0.008 
unspecified_acute_re

0.007 
individual_psychothe

0.003 
individual_psychothe

45/100

-7.5


0.052 
malignant_neoplasm_o

0.045 
malignant_neoplasm_o

0.037 
malignant_neoplasm_o

0.032 
malignant_neoplasm_o

0.030 
carcinoembryonic_ant

0.029 
office_or_other_outp

0.028 
comprehensive_metabo

0.027 
melanoma_of_skin,_si

0.026 
malignant_neoplasm_o

0.022 
office_or_other_outp

0.021 
office_or_other_outp

0.018 
bilirubin;_direct_c8

0.017 
secondary_malignant_

0.017 
blood_count;_complet

0.016 
computed_tomography,

48/100

-7.3


0.089 
chronic_renal_failur

0.076 
complications_of_tra

0.056 
cyclosporine_c80158 

0.051 
kidney_replaced_by_t

0.036 
tacrolimus_c80197   

0.031 
blood_count;_complet

0.025 
heart_replaced_by_tr

0.021 
blood_count;_blood_s

0.020 
routine_venipuncture

0.020 
encounter_for_long-t

0.020 
renal_function_panel

0.020 
blood_count;_complet

0.019 
phosphorus_inorganic

0.013 
basic_metabolic_pane

0.013 
magnesium_c83735    

49/100

-7.1


0.134 
drug_screen,_qualita

0.093 
opioid_type_dependen

0.072 
unspecified_drug_dep

0.041 
methadone_d00050    

0.036 
other,_mixed,_or_uns

0.021 
emergency_department

0.018 
acute_apical_periodo

0.018 
office_or_other_outp

0.018 
tobacco_use_disorder

0.017 
buprenorphine-naloxo

0.016 
cocaine_dependence,_

0.016 
combinations_of_drug

0.016 
emergency_department

0.014 
disturbances_in_toot

0.013 
collection_of_venous

78/100

-6.8


0.210 
pharmacologic_manage

0.138 
bipolar_affective_di

0.091 
bipolar_affective_di

0.074 
bipolar_affective_di

0.072 
bipolar_affective_di

0.044 
lithium_c80178      

0.030 
dipropylacetic_acid_

0.025 
manic-depressive_psy

0.020 
thyroid_stimulating_

0.017 
lithium_d00061      

0.016 
other_manic-depressi

0.013 
divalproex_sodium_d0

0.012 
blood_count;_complet

0.012 
unspecified_affectiv

0.012 
collection_of_venous

86/100

-6.7


0.433 
unspecified_essentia

0.073 
obesity,_unspecified

0.050 
other_and_unspecifie

0.035 
lisinopril_d00732   

0.035 
hydrochlorothiazide_

0.034 
office_or_other_outp

0.032 
basic_metabolic_pane

0.030 
office_or_other_outp

0.029 
atenolol_d00004     

0.018 
elevated_blood_press

0.017 
office_or_other_outp

0.016 
lipid_panel_this_pan

0.013 
routine_general_medi

0.008 
office_or_other_outp

0.006 
depressive_disorder,

26/100

-6.4


0.116 
coronary_atheroscler

0.082 
coronary_atheroscler

0.027 
other_and_unspecifie

0.025 
unspecified_essentia

0.024 
postsurgical_aortoco

0.023 
old_myocardial_infar

0.018 
pure_hypercholestero

0.017 
other_and_unspecifie

0.015 
electrocardiogram,_r

0.015 
aspirin_d00170      

0.014 
percutaneous_translu

0.014 
unspecified_chest_pa

0.013 
creatine_kinase_(ck)

0.011 
metoprolol_d00134   

0.011 
physician_services_f

61/100

-6.2


0.620 
individual_psychothe

0.107 
generalized_anxiety_

0.099 
neurotic_depression_

0.023 
eating_disorder,_uns

0.021 
bulimia_30751       

0.021 
anorexia_nervosa_307

0.020 
major_depressive_dis

0.016 
individual_psychothe

0.010 
adjustment_reaction_

0.010 
psychiatric_diagnost

0.008 
individual_psychothe

0.008 
anxiety_state,_unspe

0.003 
individual_medical_p

0.002 
individual_psychothe

0.002 
adjustment_reaction_

84/100

-6.1


0.336 
anxiety_state,_unspe

0.284 
depressive_disorder,

0.067 
clonazepam_d00197   

0.029 
psychiatric_diagnost

0.018 
lansoprazole_d00149 

0.016 
panic_disorder_30001

0.014 
citalopram_d04332   

0.014 
generalized_anxiety_

0.012 
trazodone_d00395    

0.011 
bupropion_d00181    

0.011 
other_insomnia_78052

0.010 
major_depressive_dis

0.010 
alprazolam_d00168   

0.009 
office_or_other_outp

0.009 
sertraline_d00880   

17/100

-6.0


0.286 
atrial_fibrillation_

0.201 
prothrombin_time_c85

0.174 
encounter_for_long-t

0.095 
collection_of_venous

0.029 
warfarin_d00022     

0.017 
digoxin_c80162      

0.014 
electrocardiogram,_r

0.013 
digoxin_d00210      

0.011 
atrial_flutter_42732

0.010 
office_or_other_outp

0.006 
office_or_other_outp

0.006 
metoprolol_d00134   

0.005 
cardiomegaly_4293   

0.005 
cardiac_dysrhythmia,

0.005 
mitral_stenosis_3940

50/100

-5.9


0.077 
prothrombin_time_c85

0.068 
other_and_unspecifie

0.061 
thromboplastin_time,

0.055 
other_pulmonary_embo

0.050 
fibrinolysins_or_coa

0.036 
clotting_inhibitors_

0.035 
clotting_inhibitors_

0.031 
cardiolipin_(phospho

0.030 
clotting_inhibitors_

0.024 
activated_protein_c_

0.021 
molecular_diagnostic

0.020 
molecular_diagnostic

0.019 
warfarin_d00022     

0.016 
collection_of_venous

0.016 
molecular_diagnostic

27/100

-5.9


0.258 
subsequent_hospital_

0.131 
subsequent_hospital_

0.078 
subsequent_hospital_

0.022 
abnormality_of_gait_

0.016 
initial_hospital_car

0.015 
initial_hospital_car

0.014 
hospital_discharge_d

0.012 
subsequent_nursing_f

0.011 
anemia,_unspecified_

0.010 
hospital_discharge_d

0.009 
emergency_department

0.009 
urinary_tract_infect

0.009 
muscle_weakness_7288

0.008 
subsequent_nursing_f

0.008 
initial_inpatient_co

58/100

-5.9


0.167 
chronic_airway_obstr

0.059 
tobacco_use_disorder

0.051 
office_or_other_outp

0.049 
radiologic_examinati

0.044 
office_or_other_outp

0.040 
cough_7862          

0.031 
pneumonia,_organism_

0.028 
albuterol_d00749    

0.024 
other_dyspnea_and_re

0.020 
other_emphysema_4928

0.020 
other_diseases_of_lu

0.017 
acute_bronchitis_466

0.015 
ipratropium_d00265  

0.015 
noninvasive_ear_or_p

0.015 
shortness_of_breath_

97/100

-5.8


0.075 
need_for_prophylacti

0.072 
hepatitis_b_vaccine,

0.045 
routine_general_medi

0.042 
hepatitis_a_vaccine,

0.039 
infectious_agent_ant

0.033 
other_acne_7061     

0.027 
antibody;_hiv-1_and_

0.025 
hepatitis_b_surface_

0.022 
immunization_adminis

0.020 
lipid_panel_this_pan

0.020 
other_specified_coun

0.020 
syphilis_test;_quali

0.019 
hepatitis_c_antibody

0.016 
immunization_adminis

0.015 
infectious_agent_det

70/100

-5.7


0.072 
doppler_echocardiogr

0.071 
doppler_echocardiogr

0.070 
palpitations_7851   

0.066 
mitral_valve_disorde

0.064 
echocardiography,_tr

0.038 
electrocardiogram,_r

0.036 
cardiac_dysrhythmia,

0.035 
office_or_other_outp

0.031 
syncope_and_collapse

0.026 
undiagnosed_cardiac_

0.024 
electrocardiogram,_r

0.022 
aortic_valve_disorde

0.021 
electrocardiographic

0.018 
electrocardiographic

0.017 
electrocardiographic

87/100

-5.6


0.146 
congestive_heart_fai

0.053 
other_primary_cardio

0.037 
furosemide_d00070   

0.031 
cardiomegaly_4293   

0.027 
mitral_valve_disorde

0.025 
paroxysmal_ventricul

0.018 
doppler_echocardiogr

0.018 
doppler_echocardiogr

0.017 
echocardiography,_tr

0.017 
secondary_cardiomyop

0.014 
unspecified_pleural_

0.013 
automatic_implantabl

0.013 
pulmonary_congestion

0.013 
electrocardiogram,_r

0.012 
heart_failure,_unspe

9/100

-5.6


0.100 
collection_of_venous

0.054 
lipid_panel_this_pan

0.052 
office_or_other_outp

0.049 
blood_count;_complet

0.043 
routine_general_medi

0.037 
comprehensive_metabo

0.035 
handling_and/or_conv

0.034 
thyroid_stimulating_

0.027 
office_or_other_outp

0.027 
other_malaise_and_fa

0.023 
periodic_comprehensi

0.019 
basic_metabolic_pane

0.015 
urinalysis,_by_dip_s

0.013 
electrocardiogram,_r

0.013 
hepatic_function_pan

5/100

-5.5


0.082 
pain_in_joint_involv

0.066 
pain_in_limb_7295   

0.052 
radiologic_examinati

0.048 
radiologic_examinati

0.035 
office_or_other_outp

0.030 
unspecified_site_of_

0.023 
emergency_department

0.018 
radiologic_examinati

0.018 
other_and_unspecifie

0.016 
unspecified_fracture

0.015 
office_or_other_outp

0.015 
fracture_of_metatars

0.015 
swelling_of_limb_729

0.013 
office_or_other_outp

0.013 
fracture_of_lateral_

52/100

-5.4


0.069 
nontoxic_uninodular_

0.060 
malignant_neoplasm_o

0.049 
ultrasound,_soft_tis

0.047 
thyroid_stimulating_

0.043 
nontoxic_multinodula

0.030 
collection_of_venous

0.028 
parathormone_(parath

0.027 
calcium;_total_c8231

0.025 
goiter,_unspecified_

0.024 
phosphorus_inorganic

0.022 
office_or_other_outp

0.021 
cytopathology,_evalu

0.019 
3d_rendering_with_in

0.019 
albumin;_serum_c8204

0.017 
thyroglobulin_antibo

57/100

-5.3


0.056 
cirrhosis_of_liver_w

0.039 
liver_replaced_by_tr

0.031 
complications_of_tra

0.022 
encounter_for_long-t

0.021 
comprehensive_metabo

0.020 
prothrombin_time_c85

0.019 
bilirubin;_direct_c8

0.019 
alcoholic_cirrhosis_

0.019 
phosphorus_inorganic

0.017 
office_or_other_outp

0.017 
tacrolimus_c80197   

0.016 
chronic_hepatitis_c_

0.016 
subsequent_hospital_

0.016 
collection_of_venous

0.013 
ascites_7895        

63/100

-5.1


0.056 
renal_failure,_unspe

0.046 
chronic_renal_failur

0.030 
hemodialysis_procedu

0.028 
renal_function_panel

0.028 
end_stage_renal_dise

0.023 
blood_count;_complet

0.022 
creatinine;_other_so

0.021 
unspecified_essentia

0.020 
chronic_kidney_disea

0.020 
acute_renal_failure,

0.018 
infectious_agent_ant

0.017 
parathormone_(parath

0.016 
unspecified_disorder

0.015 
iron_binding_capacit

0.014 
ferritin_c82728     

69/100

-5.0


0.078 
office_or_other_outp

0.046 
level_c88305        

0.043 
office_or_other_outp

0.041 
benign_neoplasm_of_s

0.039 
contact_dermatitis_a

0.038 
destruction_(eg,_las

0.035 
actinic_keratosis_70

0.033 
other_seborrheic_ker

0.032 
benign_neoplasm_of_s

0.028 
other_dyschromia_709

0.023 
destruction_(eg,_las

0.021 
biopsy_of_skin,_subc

0.020 
other_chronic_dermat

0.017 
viral_warts,_unspeci

0.017 
personal_history_of_

53/100

-5.0


0.323 
individual_psychothe

0.295 
adjustment_reaction_

0.061 
family_psychotherapy

0.054 
adjustment_reaction_

0.041 
psychiatric_diagnost

0.040 
major_depressive_dis

0.040 
unspecified_adjustme

0.024 
adjustment_reaction_

0.019 
hypochondriasis_3007

0.013 
individual_psychothe

0.011 
adjustment_reaction_

0.009 
depressive_disorder,

0.008 
anxiety_state,_unspe

0.006 
bereavement,_uncompl

0.006 
major_depressive_dis

21/100

-4.8


0.060 
screening_for_malign

0.055 
routine_general_medi

0.047 
office_or_other_outp

0.041 
periodic_comprehensi

0.037 
cytopathology,_cervi

0.035 
routine_gynelogical_

0.031 
infectious_agent_det

0.030 
infectious_agent_det

0.022 
collection_of_venous

0.020 
office_or_other_outp

0.020 
screening_papanicola

0.019 
cervical_or_vaginal_

0.019 
thyroid_stimulating_

0.018 
handling_and/or_conv

0.016 
blood_count;_complet

35/100

-4.8


0.053 
simvastatin_d00746  

0.036 
aspirin_d00170      

0.031 
omeprazole_d00325   

0.030 
atorvastatin_d04105 

0.030 
lisinopril_d00732   

0.028 
metoprolol_d00134   

0.024 
multivitamin_d03140 

0.021 
lansoprazole_d00149 

0.021 
atenolol_d00004     

0.019 
hydrochlorothiazide_

0.016 
other_and_unspecifie

0.016 
metformin_d03807    

0.015 
unspecified_essentia

0.015 
at_least_one_prescri

0.014 
calcium-vitamin_d_d0

2/100

-4.8


0.079 
malignant_neoplasm_o

0.045 
malignant_neoplasm_o

0.033 
immunoassay_for_tumo

0.027 
malignant_neoplasm_o

0.022 
office_or_other_outp

0.022 
computed_tomography,

0.021 
computed_tomography,

0.018 
office_or_other_outp

0.017 
immunoassay_for_tumo

0.014 
comprehensive_metabo

0.014 
thromboplastin_time,

0.014 
blood_count;_complet

0.013 
magnesium_c83735    

0.012 
prothrombin_time_c85

0.012 
secondary_malignant_

12/100

-4.6


0.097 
infectious_agent_ant

0.072 
hepatitis,_unspecifi

0.066 
hepatic_function_pan

0.050 
chronic_hepatitis_c_

0.047 
hepatitis_c_antibody

0.046 
hepatitis_b_surface_

0.039 
collection_of_venous

0.032 
blood_count;_complet

0.030 
acute_or_unspecified

0.029 
prothrombin_time_c85

0.026 
unlisted_chemistry_p

0.023 
ultrasound,_abdomina

0.022 
office_or_other_outp

0.021 
nonspecific_abnormal

0.018 
alpha-fetoprotein;_s

16/100

-4.6


0.067 
gonadotropin;_follic

0.061 
irregular_menstrual_

0.058 
thyroid_stimulating_

0.056 
prolactin_c84146    

0.051 
gonadotropin;_lutein

0.050 
polycystic_ovaries_2

0.046 
routine_venipuncture

0.045 
absence_of_menstruat

0.042 
gonadotropin,_chorio

0.032 
collection_of_venous

0.031 
office_or_other_outp

0.028 
testosterone;_total_

0.027 
estradiol_c82670    

0.020 
obesity,_unspecified

0.019 
glucose;_quantitativ

1/100

-4.5


0.046 
emergency_department

0.039 
emergency_department

0.035 
blood_count;_complet

0.031 
magnesium_c83735    

0.029 
phosphorus_inorganic

0.028 
drug_screen,_qualita

0.028 
hepatic_function_pan

0.026 
emergency_department

0.023 
basic_metabolic_pane

0.021 
lipase_c83690       

0.021 
alcohol_abuse,_unspe

0.018 
amylase_c82150      

0.017 
urinalysis,_by_dip_s

0.016 
emergency_department

0.015 
electrocardiogram,_r

92/100

-4.5


0.105 
prostate_specific_an

0.097 
malignant_neoplasm_o

0.034 
office_or_other_outp

0.031 
hypertrophy_(benign)

0.027 
impotence_of_organic

0.022 
office_or_other_outp

0.020 
unilateral_or_unspec

0.019 
hypertrophy_(benign)

0.018 
hyperplasia_of_prost

0.018 
blood_count;_complet

0.017 
prostate_cancer_scre

0.016 
elevated_prostate_sp

0.015 
urinalysis,_by_dip_s

0.015 
sildenafil_d04299   

0.013 
tamsulosin_d04121   

41/100

-4.5


0.079 
blood_count;_complet

0.072 
encounter_for_antine

0.069 
comprehensive_metabo

0.059 
chemotherapy_adminis

0.046 
office_or_other_outp

0.036 
office_or_other_outp

0.028 
magnesium_c83735    

0.027 
ondansetron_d00867  

0.019 
encounter_for_antine

0.019 
dexamethasone_d00206

0.019 
intravenous_electrol

0.017 
chemotherapy_adminis

0.016 
lansoprazole_d00149 

0.016 
other_specified_coun

0.015 
chemotherapy_adminis

83/100

-4.4


0.055 
other_screening_mamm

0.051 
screening_for_malign

0.045 
routine_general_medi

0.045 
menopausal_or_female

0.043 
special_investigatio

0.039 
cytopathology,_cervi

0.038 
screening_mammograph

0.032 
thyroid_stimulating_

0.023 
routine_venipuncture

0.022 
cholesterol,_serum_o

0.022 
office_or_other_outp

0.021 
lipoprotein,_direct_

0.019 
office_or_other_outp

0.017 
cytopathology,_smear

0.016 
cytopathology,_slide

68/100

-4.4


0.165 
radiotherapy_encount

0.131 
intensity_modulated_

0.041 
radiation_treatment_

0.038 
stereoscopic_x-ray_g

0.037 
office_or_other_outp

0.035 
continuing_medical_p

0.022 
malignant_neoplasm_o

0.022 
malignant_neoplasm_o

0.022 
malignant_neoplasm_o

0.020 
proton_treatment_del

0.019 
therapeutic_radiolog

0.019 
malignant_neoplasm_o

0.017 
office_or_other_outp

0.016 
malignant_neoplasm_o

0.016 
malignant_neoplasm_o

94/100

-4.3


0.084 
malignant_neoplasm_o

0.055 
malignant_neoplasm_o

0.045 
magnetic_resonance_(

0.027 
neoplasm_of_unspecif

0.024 
benign_neoplasm_of_c

0.022 
malignant_neoplasm_o

0.020 
blood_count;_complet

0.017 
office_or_other_outp

0.017 
phenytoin;_total_c80

0.017 
malignant_neoplasm_o

0.014 
injection_or_infusio

0.013 
chemotherapy_w/o_acu

0.013 
dexamethasone_d00206

0.012 
leucovorin_d00275   

0.012 
malignant_neoplasm_o

72/100

-4.3


0.184 
unspecified_essentia

0.090 
benign_essential_hyp

0.087 
office_or_other_outp

0.040 
other_and_unspecifie

0.036 
collection_of_venous

0.034 
lisinopril_d00732   

0.032 
office_or_other_outp

0.026 
basic_metabolic_pane

0.023 
atenolol_d00004     

0.021 
influenza_virus_vacc

0.019 
electrocardiogram,_r

0.018 
amlodipine_d00689   

0.017 
gout,_unspecified_27

0.016 
hydrochlorothiazide_

0.016 
lipid_panel_this_pan

93/100

-4.3


0.039 
supervision_of_other

0.023 
blood_count;_complet

0.022 
fetal_non-stress_tes

0.022 
supervision_of_norma

0.019 
other_advanced_mater

0.017 
ultrasound,_pregnant

0.017 
ultrasound,_pregnant

0.016 
ultrasound,_pregnant

0.016 
fetal_biophysical_pr

0.015 
blood_count;_complet

0.015 
infectious_agent_ant

0.015 
office_or_other_outp

0.015 
multivitamin,_prenat

0.014 
urinalysis,_by_dip_s

0.013 
culture,_bacterial;_

73/100

-4.3


0.048 
multiple_myeloma_wit

0.046 
nephelometry,_each_a

0.046 
lactate_dehydrogenas

0.034 
comprehensive_metabo

0.034 
immunoelectrophoresi

0.033 
chronic_lymphoid_leu

0.031 
monoclonal_paraprote

0.030 
immunofixation_elect

0.029 
unspecified_diseases

0.028 
blood_count;_complet

0.028 
blood_count;_blood_s

0.028 
blood_count;_complet

0.018 
enlargement_of_lymph

0.017 
chronic_myeloid_leuk

0.016 
polycythemia_vera_23

76/100

-4.3


0.061 
office_or_other_outp

0.046 
acetaminophen-oxycod

0.039 
acetaminophen-hydroc

0.031 
azithromycin_d00091 

0.030 
at_least_one_prescri

0.024 
office_or_other_outp

0.020 
alprazolam_d00168   

0.019 
ibuprofen_d00015    

0.018 
cyclobenzaprine_d009

0.017 
amoxicillin_d00088  

0.017 
omeprazole_d00325   

0.016 
zolpidem_d00910     

0.016 
lansoprazole_d00149 

0.015 
albuterol_d00749    

0.014 
codeine-guaifenesin_

46/100

-4.2


0.210 
office_or_other_outp

0.039 
office_or_other_outp

0.037 
acute_upper_respirat

0.032 
acute_pharyngitis_46

0.029 
office_or_other_outp

0.027 
cough_7862          

0.024 
culture,_presumptive

0.024 
routine_venipuncture

0.023 
routine_general_medi

0.020 
office_or_other_outp

0.017 
allergic_rhinitis,_c

0.016 
acute_sinusitis,_uns

0.014 
acute_bronchitis_466

0.013 
unspecified_sinusiti

0.013 
radiologic_examinati

30/100

-4.1


0.197 
group_psychotherapy_

0.063 
schizo-affective_typ

0.056 
office_or_other_outp

0.046 
unspecified_psychosi

0.045 
major_depressive_dis

0.035 
psychiatric_diagnost

0.030 
electroconvulsive_th

0.026 
paranoid_type_schizo

0.026 
individual_psychothe

0.023 
pharmacologic_manage

0.022 
anesthesia_for_elect

0.016 
major_depressive_dis

0.016 
unspecified_schizoph

0.015 
major_depressive_dis

0.015 
blood_count;_complet

32/100

-4.1


0.087 
urea_nitrogen;_quant

0.084 
potassium;_serum_c84

0.080 
sodium;_serum_c84295

0.078 
chloride;_blood_c824

0.078 
carbon_dioxide_(bica

0.077 
creatinine;_blood_c8

0.072 
glucose;_quantitativ

0.070 
blood_count;_complet

0.068 
routine_venipuncture

0.034 
calcium;_total_c8231

0.019 
phosphorus_inorganic

0.017 
prothrombin_time_c85

0.017 
blood_count;_blood_s

0.016 
thromboplastin_time,

0.015 
magnesium_c83735    

62/100

-4.1


0.053 
blood_count;_complet

0.031 
ultrasound,_pregnant

0.031 
fetal_non-stress_tes

0.030 
syphilis_test;_quali

0.030 
supervision_of_other

0.029 
pregnant_state,_inci

0.028 
culture,_bacterial;_

0.026 
infectious_agent_ant

0.025 
screening_for_malign

0.019 
glucose;_quantitativ

0.019 
gonadotropin,_chorio

0.019 
routine_venipuncture

0.018 
normal_delivery_650 

0.018 
cytopathology,_cervi

0.015 
mother_with_single_l

60/100

-4.1


0.056 
culture,_bacterial;_

0.048 
respiratory_flow_vol

0.037 
plethysmography,_tot

0.036 
carbon_monoxide_diff

0.034 
other_dyspnea_and_re

0.032 
office_or_other_outp

0.030 
cystic_fibrosis_with

0.026 
plethysmography,_tot

0.026 
smear,_primary_sourc

0.025 
bronchospasm_evaluat

0.025 
susceptibility_studi

0.023 
radiologic_examinati

0.018 
other_diseases_of_lu

0.018 
lung_replaced_by_tra

0.017 
smear,_primary_sourc

22/100

-4.0


0.045 
chloride;_blood_c824

0.044 
carbon_dioxide_(bica

0.043 
urea_nitrogen;_quant

0.039 
potassium;_serum_c84

0.038 
sodium;_serum_c84295

0.035 
glucose;_quantitativ

0.032 
blood_count;_complet

0.029 
calcium;_total_c8231

0.028 
phosphatase,_alkalin

0.027 
bilirubin;_total_and

0.026 
phosphorus_inorganic

0.025 
creatinine;_blood_c8

0.023 
albumin;_serum_c8204

0.022 
urinalysis,_by_dip_s

0.022 
transferase;_asparta

19/100

-4.0


0.234 
asthma,_unspecified_

0.071 
allergic_rhinitis_du

0.056 
albuterol_d00749    

0.056 
allergic_rhinitis_du

0.040 
extrinsic_asthma_wit

0.037 
professional_service

0.033 
allergic_rhinitis,_c

0.031 
office_or_other_outp

0.023 
asthma,_unspecified_

0.022 
fluticasone-salmeter

0.022 
intrinsic_asthma_wit

0.021 
professional_service

0.019 
fluticasone_d01296  

0.016 
montelukast_d04289  

0.015 
bronchospasm_evaluat

56/100

-4.0


0.227 
unspecified_hypothyr

0.202 
thyroid_stimulating_

0.093 
levothyroxine_d00278

0.082 
thyroxine;_total_c84

0.056 
triiodothyronine_t3;

0.050 
thyroxine;_free_c844

0.046 
thyroid_hormone_(t3_

0.038 
routine_venipuncture

0.031 
thyrotoxicosis_witho

0.028 
collection_of_venous

0.017 
toxic_diffuse_goiter

0.015 
office_or_other_outp

0.014 
blood_count;_complet

0.010 
microsomal_antibodie

0.009 
office_or_other_outp

3/100

-3.9


0.062 
peripheral_vascular_

0.057 
cellulitis_and_absce

0.048 
culture,_bacterial;_

0.032 
susceptibility_studi

0.032 
office_or_other_outp

0.028 
pain_in_limb_7295   

0.026 
office_or_other_outp

0.020 
cellulitis_and_absce

0.019 
venous_(peripheral)_

0.018 
ulcer_of_lower_limb,

0.017 
atherosclerosis_of_n

0.016 
ulcer_of_other_part_

0.015 
swelling_of_limb_729

0.015 
edema_7823          

0.014 
duplex_scan_of_extre

13/100

-3.9


0.226 
other_and_unspecifie

0.061 
lipid_panel_this_pan

0.058 
transferase;_asparta

0.054 
cholesterol,_serum_o

0.053 
lipoprotein,_direct_

0.050 
triglycerides_c84478

0.049 
routine_venipuncture

0.046 
pure_hypercholestero

0.033 
transferase;_alanine

0.033 
creatine_kinase_(ck)

0.031 
office_or_other_outp

0.025 
glucose;_quantitativ

0.022 
atorvastatin_d04105 

0.020 
blood_count;_complet

0.016 
thyroid_stimulating_

28/100

-3.9


0.139 
lump_or_mass_in_brea

0.067 
ultrasound,_breast(s

0.048 
mammography;_bilater

0.046 
diffuse_cystic_masto

0.031 
abnormal_mammogram,_

0.029 
diagnostic_mammograp

0.025 
office_or_other_outp

0.024 
mammography;_unilate

0.024 
mammographic_microca

0.024 
mastodynia_61171    

0.023 
computer-aided_detec

0.023 
family_history_of_ma

0.023 
diagnostic_mammograp

0.021 
other_screening_mamm

0.018 
other_signs_and_symp

91/100

-3.8


0.322 
malignant_neoplasm_o

0.049 
personal_history_of_

0.043 
office_or_other_outp

0.037 
office_or_other_outp

0.028 
secondary_malignant_

0.024 
office_or_other_outp

0.022 
comprehensive_metabo

0.021 
carcinoma_in_situ_of

0.017 
carcinoembryonic_ant

0.016 
immunoassay_for_tumo

0.015 
malignant_neoplasm_o

0.014 
blood_count;_complet

0.010 
secondary_malignant_

0.010 
immunocytochemistry_

0.009 
blood_count;_complet

43/100

-3.8


0.063 
urea_nitrogen;_quant

0.063 
transferase;_asparta

0.060 
glucose;_quantitativ

0.059 
potassium;_serum_c84

0.058 
sodium;_serum_c84295

0.058 
phosphatase,_alkalin

0.057 
creatinine;_blood_c8

0.057 
chloride;_blood_c824

0.052 
albumin;_serum_c8204

0.052 
carbon_dioxide_(bica

0.045 
transferase;_alanine

0.039 
calcium;_total_c8231

0.039 
bilirubin;_total_c82

0.035 
routine_venipuncture

0.032 
cholesterol,_serum_o

15/100

-3.8


0.050 
office_or_other_outp

0.050 
carpal_tunnel_syndro

0.036 
pain_in_limb_7295   

0.033 
pain_in_joint_involv

0.032 
radiologic_examinati

0.030 
radiologic_examinati

0.028 
office_or_other_outp

0.021 
emergency_department

0.018 
pain_in_joint_involv

0.016 
radiologic_examinati

0.015 
other_closed_fractur

0.014 
office_or_other_outp

0.014 
application_of_a_mod

0.012 
other_tenosynovitis_

0.012 
pain_in_joint_involv

55/100

-3.7


0.077 
other_screening_mamm

0.057 
screening_mammograph

0.046 
screening_for_malign

0.034 
screening_mammograph

0.033 
computer-aided_detec

0.033 
periodic_comprehensi

0.025 
cytopathology,_cervi

0.025 
menopausal_or_female

0.024 
lipid_panel_this_pan

0.024 
osteoporosis,_unspec

0.023 
routine_gynelogical_

0.022 
routine_general_medi

0.021 
screening_mammograph

0.020 
influenza_virus_vacc

0.016 
thyroid_stimulating_

33/100

-3.6


0.105 
transferase;_asparta

0.088 
phosphatase,_alkalin

0.082 
transferase;_alanine

0.082 
blood_count;_complet

0.071 
albumin;_serum_c8204

0.071 
routine_venipuncture

0.047 
bilirubin;_total_and

0.040 
creatinine;_blood_c8

0.036 
urea_nitrogen;_quant

0.031 
office_or_other_outp

0.028 
potassium;_serum_c84

0.027 
bilirubin;_total_c82

0.027 
sodium;_serum_c84295

0.026 
glucose;_quantitativ

0.025 
chloride;_blood_c824

23/100

-3.5


0.112 
obesity,_unspecified

0.049 
morbid_obesity_27801

0.041 
other_and_unspecifie

0.032 
office_or_other_outp

0.022 
medical_nutrition_th

0.022 
cyanocobalamin_(vita

0.021 
iron_binding_capacit

0.021 
abnormal_weight_gain

0.019 
blood_count;_complet

0.019 
hemoglobin;_glycated

0.018 
ferritin_c82728     

0.018 
thyroid_stimulating_

0.018 
folic_acid;_serum_c8

0.018 
calcifediol_(25-oh_v

0.016 
parathormone_(parath

81/100

-3.5


0.123 
office_or_other_outp

0.051 
office_or_other_outp

0.044 
acute_pharyngitis_46

0.038 
culture,_presumptive

0.037 
routine_infant_or_ch

0.032 
office_or_other_outp

0.024 
encounter_for_survei

0.024 
periodic_comprehensi

0.023 
immunization_adminis

0.023 
routine_general_medi

0.016 
other_acne_7061     

0.014 
urine_pregnancy_test

0.013 
periodic_comprehensi

0.013 
other_viral_diseases

0.012 
infectious_agent_det

44/100

-3.5


0.118 
culture,_bacterial;_

0.095 
urinary_tract_infect

0.070 
susceptibility_studi

0.052 
urinalysis,_by_dip_s

0.050 
urinalysis,_by_dip_s

0.047 
calculus_of_kidney_5

0.035 
hematuria_5997      

0.027 
urinalysis,_by_dip_s

0.018 
urinalysis;_microsco

0.018 
office_or_other_outp

0.017 
dysuria_7881        

0.015 
computed_tomography,

0.015 
computed_tomography,

0.014 
urinary_incontinence

0.012 
office_or_other_outp

18/100

-3.3


0.126 
anemia,_unspecified_

0.113 
iron_binding_capacit

0.109 
ferritin_c82728     

0.101 
blood_count;_complet

0.069 
cyanocobalamin_(vita

0.068 
iron_deficiency_anem

0.049 
folic_acid;_serum_c8

0.029 
collection_of_venous

0.024 
thyroid_stimulating_

0.019 
blood_count;_reticul

0.018 
malignant_neoplasm_o

0.018 
other_malaise_and_fa

0.014 
comprehensive_metabo

0.014 
blood_count;_reticul

0.012 
malignant_neoplasm_o

31/100

-3.0


0.085 
pain_in_joint_involv

0.060 
pain_in_joint_involv

0.056 
office_or_other_outp

0.054 
disorders_of_bursae_

0.039 
radiologic_examinati

0.031 
radiologic_examinati

0.024 
rotator_cuff_(capsul

0.024 
other_affections_of_

0.022 
osteoarthrosis,_unsp

0.020 
hip_joint_replaced_b

0.018 
adhesive_capsulitis_

0.016 
complete_rupture_of_

0.015 
radiologic_examinati

0.014 
osteoarthrosis,_unsp

0.014 
pain_in_limb_7295   

25/100

-3.0


0.153 
office_or_other_outp

0.087 
other_specified_dise

0.061 
office_or_other_outp

0.051 
ingrowing_nail_7030 

0.043 
office_or_other_outp

0.040 
trimming_of_dystroph

0.037 
corns_and_callositie

0.031 
dermatophytosis_of_n

0.029 
pain_in_limb_7295   

0.026 
hallux_valgus_(acqui

0.025 
bunion_7271         

0.021 
office_or_other_outp

0.021 
enthesopathy_of_ankl

0.021 
other_hammer_toe_(ac

0.019 
radiologic_examinati

14/100

-3.0


0.221 
unspecified_affectiv

0.148 
attention_deficit_di

0.128 
pharmacologic_manage

0.101 
attention_deficit_di

0.058 
psychotherapy,_45_mi

0.045 
amphetamine-dextroam

0.044 
methylphenidate_d009

0.023 
major_depressive_dis

0.018 
psychiatric_diagnost

0.016 
family_psychotherapy

0.016 
other_specified_earl

0.015 
oppositional_disorde

0.011 
anxiety_state,_unspe

0.010 
other_specific_devel

0.007 
individual_psychothe

89/100

-3.0


0.079 
radiologic_examinati

0.045 
unspecified_pleural_

0.043 
critical_care,_evalu

0.031 
pulmonary_collapse_5

0.028 
subsequent_hospital_

0.026 
subsequent_hospital_

0.025 
encounter_for_fittin

0.024 
respiratory_failure_

0.021 
pulmonary_congestion

0.020 
encounter_for_fittin

0.019 
pneumonia,_organism_

0.011 
subsequent_hospital_

0.010 
culture,_bacterial;_

0.008 
susceptibility_studi

0.007 
culture,_bacterial;_

88/100

-3.0


0.030 
culture,_bacterial;_

0.027 
subsequent_hospital_

0.027 
creatinine;_blood_c8

0.027 
urea_nitrogen;_quant

0.026 
magnesium_c83735    

0.025 
phosphorus_inorganic

0.025 
glucose;_quantitativ

0.025 
subsequent_hospital_

0.025 
electrolyte_panel_th

0.023 
calcium;_total_c8231

0.021 
hepatic_function_pan

0.018 
blood_count;_complet

0.017 
thromboplastin_time,

0.017 
prothrombin_time_c85

0.016 
culture,_bacterial;_

7/100

-2.9


0.279 
individual_psychothe

0.263 
prolonged_posttrauma

0.129 
other_and_unspecifie

0.071 
borderline_personali

0.049 
social_phobia_30023 

0.031 
major_depressive_dis

0.027 
unspecified_personal

0.020 
impulse_control_diso

0.019 
group_psychotherapy_

0.014 
psychiatric_diagnost

0.013 
multiple_personality

0.012 
individual_psychothe

0.008 
alcohol_abuse,_unspe

0.006 
anxiety_state,_unspe

0.006 
other_specified_adju

34/100

-2.9


0.140 
other_convulsions_78

0.052 
treatment_of_speech,

0.036 
epilepsy,_unspecifie

0.036 
office_or_other_outp

0.032 
phenytoin;_total_c80

0.025 
office_or_other_outp

0.024 
dipropylacetic_acid_

0.019 
electroencephalogram

0.018 
carbamazepine;_total

0.017 
other_speech_disturb

0.017 
levetiracetam_d04499

0.017 
fosphenytoin_d00143 

0.016 
organic_affective_sy

0.015 
memory_loss_78093   

0.015 
collection_of_venous

38/100

-2.8


0.485 
major_depressive_dis

0.364 
pharmacologic_manage

0.038 
major_depressive_dis

0.024 
psychiatric_diagnost

0.022 
individual_psychothe

0.011 
major_depressive_dis

0.007 
individual_psychothe

0.005 
major_depressive_dis

0.004 
routine_venipuncture

0.004 
depressive_disorder,

0.003 
panic_disorder_30001

0.002 
individual_psychothe

0.001 
major_depressive_dis

0.001 
collection_of_venous

0.001 
individual_psychothe

47/100

-2.8


0.193 
unspecified_essentia

0.078 
routine_venipuncture

0.075 
office_or_other_outp

0.056 
office_or_other_outp

0.049 
potassium;_serum_c84

0.044 
urea_nitrogen;_quant

0.038 
glucose;_quantitativ

0.038 
creatinine;_blood_c8

0.034 
sodium;_serum_c84295

0.031 
chloride;_blood_c824

0.030 
carbon_dioxide_(bica

0.030 
cholesterol,_serum_o

0.027 
lipoprotein,_direct_

0.023 
triglycerides_c84478

0.017 
blood_count;_complet

20/100

-2.8


0.074 
ultrasound,_pelvic_(

0.069 
ultrasound,_transvag

0.053 
unspecified_symptom_

0.052 
other_and_unspecifie

0.048 
office_or_other_outp

0.047 
leiomyoma_of_uterus,

0.039 
irregular_menstrual_

0.032 
excessive_or_frequen

0.030 
level_c88305        

0.020 
blood_count;_complet

0.016 
office_or_other_outp

0.015 
other_disorders_of_m

0.014 
screening_for_malign

0.014 
abdominal_pain,_unsp

0.014 
gonadotropin,_chorio

85/100

-2.8


0.038 
prothrombin_time_c85

0.035 
thromboplastin_time,

0.033 
office_or_other_outp

0.032 
blood_count;_complet

0.030 
electrocardiogram,_r

0.030 
electrocardiogram,_r

0.029 
preoperative_cardiov

0.025 
postoperative_follow

0.023 
blood_count;_complet

0.022 
creatinine;_blood_c8

0.021 
preoperative_examina

0.021 
urea_nitrogen;_quant

0.017 
acetaminophen-oxycod

0.016 
electrolyte_panel_th

0.016 
radiologic_examinati

79/100

-2.8


0.108 
culture,_bacterial;_

0.056 
infectious_agent_det

0.055 
infectious_agent_det

0.054 
vaginitis_and_vulvov

0.051 
smear,_primary_sourc

0.042 
office_or_other_outp

0.035 
culture,_bacterial;_

0.024 
urinary_tract_infect

0.023 
screening_for_malign

0.021 
urinalysis,_by_dip_s

0.021 
office_or_other_outp

0.020 
gonadotropin,_chorio

0.019 
special_investigatio

0.018 
cytopathology,_cervi

0.015 
unspecified_symptom_

0/100

-2.7


0.092 
multiple_sclerosis_3

0.040 
prolactin_c84146    

0.038 
benign_neoplasm_of_p

0.033 
testosterone;_total_

0.031 
office_or_other_outp

0.030 
collection_of_venous

0.029 
cortisol;_total_c825

0.028 
magnetic_resonance_(

0.025 
office_or_other_outp

0.025 
unspecified_disorder

0.023 
other_and_unspecifie

0.022 
thyroid_stimulating_

0.022 
thyroxine;_free_c844

0.021 
other_testicular_hyp

0.019 
office_or_other_outp

96/100

-2.7


0.135 
pain_in_joint_involv

0.059 
osteoarthrosis,_unsp

0.055 
office_or_other_outp

0.030 
unspecified_internal

0.029 
radiologic_examinati

0.029 
radiologic_examinati

0.027 
osteoarthrosis,_unsp

0.025 
chondromalacia_of_pa

0.022 
radiologic_examinati

0.020 
effusion_of_lower_le

0.018 
magnetic_resonance_(

0.016 
other_and_unspecifie

0.015 
pain_in_limb_7295   

0.015 
tear_of_medial_carti

0.014 
osteoarthrosis,_loca

77/100

-2.6


0.201 
rheumatoid_arthritis

0.114 
pernicious_anemia_28

0.084 
therapeutic,_prophyl

0.071 
cyanocobalamin_d0041

0.046 
other_b-complex_defi

0.040 
office_or_other_outp

0.036 
methotrexate_d00060 

0.035 
therapeutic,_prophyl

0.034 
therapeutic,_prophyl

0.032 
cyanocobalamin_(vita

0.026 
other_vitamin_b12_de

0.019 
folic_acid_d00241   

0.014 
chemotherapy_adminis

0.014 
encounter_for_long-t

0.013 
sarcoidosis_135     

74/100

-2.5


0.104 
unspecified_chest_pa

0.046 
electrocardiogram,_r

0.041 
electrocardiogram,_r

0.031 
cardiovascular_stres

0.028 
radiologic_examinati

0.027 
cardiovascular_stres

0.027 
cardiovascular_stres

0.026 
other_chest_pain_786

0.023 
other_dyspnea_and_re

0.021 
creatine_kinase_(ck)

0.020 
troponin,_quantitati

0.020 
shortness_of_breath_

0.019 
myocardial_perfusion

0.019 
magnesium_c83735    

0.017 
phosphorus_inorganic

64/100

-2.3


0.049 
cerebral_artery_occl

0.032 
computed_tomography,

0.031 
unspecified_transien

0.028 
acute,_but_ill-defin

0.027 
intracerebral_hemorr

0.022 
occlusion_and_stenos

0.019 
cerebral_embolism,_w

0.017 
subarachnoid_hemorrh

0.016 
cerebral_aneurysm,_n

0.014 
computed_tomographic

0.014 
duplex_scan_of_extra

0.013 
unspecified_late_eff

0.013 
cognitive_deficits_a

0.012 
unspecified_essentia

0.012 
magnetic_resonance_(

90/100

-2.2


0.220 
radiation_treatment_

0.166 
radiotherapy_encount

0.081 
radiation_treatment_

0.075 
continuing_medical_p

0.075 
radiation_treatment_

0.054 
therapeutic_radiolog

0.051 
radiation_treatment_

0.036 
office_or_other_outp

0.036 
basic_radiation_dosi

0.034 
treatment_devices,_d

0.018 
therapeutic_radiolog

0.017 
therapeutic_radiolog

0.017 
therapeutic_radiolog

0.013 
therapeutic_radiolog

0.010 
teletherapy,_isodose

67/100

-2.2


0.297 
analysis_of_clinical

0.178 
prothrombin_time_c85

0.161 
routine_venipuncture

0.108 
hemorrhagic_disorder

0.052 
encounter_for_long-t

0.050 
acute,_but_ill-defin

0.035 
aortic_valve_disorde

0.024 
embolism_and_thrombo

0.012 
embolism_and_thrombo

0.008 
unspecified_psychosi

0.007 
thromboplastin_time,

0.004 
embolism_and_thrombo

0.004 
office_or_other_outp

0.004 
warfarin_d00022     

0.004 
endocarditis,_valve_

80/100

-2.2


0.080 
esophageal_reflux_53

0.074 
abdominal_pain,_unsp

0.032 
abdominal_pain,_gene

0.031 
amylase_c82150      

0.030 
diarrhea_78791      

0.029 
office_or_other_outp

0.026 
lipase_c83690       

0.022 
culture,_bacterial;_

0.022 
omeprazole_d00325   

0.020 
unspecified_gastriti

0.017 
abdominal_pain,_epig

0.016 
level_c88305        

0.016 
upper_gastrointestin

0.015 
nausea_with_vomiting

0.014 
computed_tomography,

59/100

-2.1


0.295 
therapeutic_procedur

0.220 
manual_therapy_techn

0.062 
application_of_a_mod

0.060 
physical_therapy_eva

0.042 
self-care/home_manag

0.033 
therapeutic_procedur

0.024 
physical_therapy_re-

0.023 
therapeutic_activiti

0.020 
neck_sprain_8470    

0.017 
lumbar_sprain_8472  

0.015 
physical_therapy_eva

0.013 
application_of_a_mod

0.012 
backache,_unspecifie

0.012 
cervicalgia_7231    

0.011 
plantar_fascial_fibr

51/100

-1.9


0.153 
cervicalgia_7231    

0.071 
office_or_other_outp

0.058 
paralysis_agitans_33

0.039 
mylagia_and_myositis

0.038 
degeneration_of_cerv

0.037 
cervical_spondylosis

0.036 
office_or_other_outp

0.028 
office_or_other_outp

0.028 
displacement_of_cerv

0.024 
brachial_neuritis_or

0.021 
magnetic_resonance_(

0.016 
spinal_stenosis_of_c

0.014 
pain_in_limb_7295   

0.014 
radiologic_examinati

0.013 
radiologic_examinati

8/100

-1.9


0.112 
malignant_neoplasm_o

0.052 
secondary_malignant_

0.042 
other_diseases_of_lu

0.036 
secondary_malignant_

0.031 
computed_tomography,

0.021 
office_or_other_outp

0.021 
secondary_malignant_

0.021 
radiologic_examinati

0.018 
swelling,_mass,_or_l

0.017 
comprehensive_metabo

0.016 
malignant_neoplasm_o

0.014 
unspecified_pleural_

0.014 
radiologic_examinati

0.013 
enlargement_of_lymph

0.013 
malignant_neoplasm_o

4/100

-1.8


0.084 
hemoglobin;_glycated

0.077 
type_ii_diabetes_mel

0.073 
type_ii_diabetes_mel

0.067 
type_i_diabetes_mell

0.050 
type_i_diabetes_mell

0.043 
office_or_other_outp

0.030 
polyneuropathy_in_di

0.024 
routine_venipuncture

0.023 
creatinine;_other_so

0.022 
insulin_glargine_d04

0.022 
background_diabetic_

0.021 
albumin;_urine,_micr

0.021 
office_or_other_outp

0.020 
insulin_d00262      

0.020 
pure_hypercholestero

36/100

-1.7


0.304 
type_ii_diabetes_mel

0.118 
hemoglobin;_glycated

0.058 
diabetes_mellitus_ty

0.043 
office_or_other_outp

0.034 
albumin;_urine,_micr

0.033 
unspecified_essentia

0.031 
other_and_unspecifie

0.031 
creatinine;_other_so

0.031 
metformin_d03807    

0.023 
collection_of_venous

0.020 
obesity,_unspecified

0.015 
glucose,_blood_by_gl

0.014 
basic_metabolic_pane

0.012 
office_or_other_outp

0.012 
glyburide_d00248    

42/100

-1.6


0.303 
office_or_other_outp

0.121 
office_or_other_outp

0.121 
office_or_other_outp

0.057 
collection_of_venous

0.029 
basic_metabolic_pane

0.024 
comprehensive_metabo

0.020 
lipid_panel_this_pan

0.019 
immunization_adminis

0.018 
thyroid_stimulating_

0.017 
blood_count;_complet

0.015 
blood_count;_complet

0.012 
hepatic_function_pan

0.012 
influenza_virus_vacc

0.011 
electrocardiogram,_r

0.011 
other_malaise_and_fa

40/100

-1.6


0.167 
human_immunodeficien

0.073 
t_cells;_absolute_cd

0.063 
asymptomatic_human_i

0.057 
unspecified_viral_in

0.045 
office_or_other_outp

0.041 
amylase_c82150      

0.037 
comprehensive_metabo

0.032 
lipase_c83690       

0.023 
blood_count;_complet

0.020 
flow_cytometry;_each

0.018 
blood_count;_complet

0.018 
vitiligo_70901      

0.016 
office_or_other_outp

0.015 
condyloma_acuminatum

0.010 
blood_count;_blood_s

99/100

-1.5


0.174 
office_or_other_outp

0.062 
routine_venipuncture

0.058 
office_or_other_outp

0.056 
office_or_other_outp

0.035 
hemogram,_automated_

0.031 
backache,_unspecifie

0.019 
urinalysis,_by_dip_s

0.019 
abdominal_pain,_gene

0.017 
collection_of_venous

0.014 
nervousness_7992    

0.014 
routine_general_medi

0.014 
unspecified_sleep_di

0.013 
glucose;_quantitativ

0.011 
depressive_disorder,

0.010 
cholesterol,_serum_o

6/100

-1.4


0.393 
unspecified_problems

0.228 
non-covered_item_or_

0.055 
office_or_other_outp

0.028 
routine_venipuncture

0.023 
office_or_other_outp

0.018 
lipid_panel_this_pan

0.017 
basic_metabolic_pane

0.016 
hepatic_function_pan

0.016 
blood_count;_complet

0.012 
comprehensive_metabo

0.012 
office_or_other_outp

0.011 
esomeprazole_d04749 

0.010 
office_or_other_outp

0.009 
office_or_other_outp

0.007 
thyroid_stimulating_

29/100

-1.4


0.143 
backache,_unspecifie

0.108 
lumbago_7242        

0.061 
office_or_other_outp

0.047 
displacement_of_lumb

0.040 
degeneration_of_lumb

0.033 
lumbosacral_spondylo

0.031 
office_or_other_outp

0.024 
thoracic_or_lumbosac

0.023 
sciatia_7243        

0.022 
radiologic_examinati

0.021 
spinal_stenosis_of_l

0.021 
magnetic_resonance_(

0.016 
acetaminophen-oxycod

0.015 
pain_in_limb_7295   

0.013 
oxycodone_d00329    

75/100

-1.4


0.212 
other_psoriasis_and_

0.094 
photochemotherapy;_t

0.079 
regional_enteritis_o

0.046 
ulcerative_colitis,_

0.034 
office_or_other_outp

0.024 
sedimentation_rate,_

0.022 
regional_enteritis_o

0.022 
regional_enteritis_o

0.021 
c-reactive_protein_c

0.020 
hepatic_function_pan

0.020 
other_and_unspecifie

0.018 
office_or_other_outp

0.017 
regional_enteritis_o

0.017 
blood_count;_complet

0.015 
psoriatic_arthropath

66/100

-1.3


0.050 
unspecified_idiopath

0.028 
disturbance_of_skin_

0.023 
cyanocobalamin_(vita

0.023 
office_or_other_outp

0.021 
abnormality_of_gait_

0.021 
nerve_conduction,_am

0.020 
mononeuritis_of_unsp

0.019 
nephelometry,_each_a

0.018 
unspecified_disorder

0.016 
nerve_conduction,_am

0.014 
pain_in_limb_7295   

0.014 
arteritis,_unspecifi

0.014 
immunoelectrophoresi

0.014 
antinuclear_antibodi

0.013 
antibody;_borrelia_b

10/100

-0.7


0.055 
sedimentation_rate,_

0.049 
antinuclear_antibodi

0.036 
blood_count;_complet

0.031 
office_or_other_outp

0.030 
antinuclear_antibodi

0.030 
collection_of_venous

0.029 
rheumatoid_factor;_q

0.029 
fluorescent_noninfec

0.024 
c-reactive_protein_c

0.023 
comprehensive_metabo

0.022 
systemic_lupus_eryth

0.020 
autoimmune_disease,_

0.020 
deoxyribonucleic_aci

0.018 
mylagia_and_myositis

0.018 
unspecified_disorder

65/100

-0.5


0.060 
pregnant_state,_inci

0.045 
encounter_for_unspec

0.042 
office_or_other_outp

0.037 
infectious_agent_det

0.036 
infectious_agent_det

0.029 
urine_pregnancy_test

0.027 
collection_of_venous

0.026 
office_or_other_outp

0.022 
culture,_bacterial;_

0.020 
blood_count;_complet

0.020 
culture,_bacterial;_

0.019 
gonadotropin,_chorio

0.016 
urinalysis,_by_dip_s

0.016 
infectious_agent_ant

0.014 
cytopathology,_cervi

37/100

-0.1


0.184 
headache_7840       

0.111 
migraine,_unspecifie

0.067 
office_or_other_outp

0.050 
dizziness_and_giddin

0.031 
office_or_other_outp

0.023 
apap/butalbital/caff

0.021 
common_migraine,_wit

0.016 
sumatriptan_d03160  

0.016 
computed_tomography,

0.012 
mylagia_and_myositis

0.012 
magnetic_resonance_(

0.011 
other_malaise_and_fa

0.011 
emergency_department

0.011 
cervicalgia_7231    

0.010 
office_consultation_

82/100

0.1


0.091 
influenza_virus_vacc

0.090 
office_or_other_outp

0.047 
immunization_adminis

0.046 
office_or_other_outp

0.045 
need_for_prophylacti

0.043 
collection_of_venous

0.040 
office_or_other_outp

0.026 
other_specified_coun

0.021 
office_or_other_outp

0.018 
routine_general_medi

0.017 
lipid_panel_this_pan

0.016 
nonspecific_reaction

0.015 
ibuprofen_d00015    

0.013 
comprehensive_metabo

0.011 
basic_metabolic_pane

54/100

0.3


0.032 
basic_metabolic_pane

0.031 
blood_count;_complet

0.024 
magnesium_c83735    

0.024 
phosphorus_inorganic

0.019 
oxycodone_d00329    

0.018 
subsequent_hospital_

0.017 
omeprazole_d00325   

0.016 
hepatic_function_pan

0.015 
culture,_bacterial;_

0.015 
casanthranol-docusat

0.014 
acetaminophen_d00049

0.014 
culture,_bacterial;_

0.013 
culture,_bacterial;_

0.013 
fever,_unspecified_7

0.013 
prothrombin_time_c85