LEGEND_NAME = PC_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = paroxetine

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = 100.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20171011frombest-mod_name=slda__tf-frac_labels=1.000-n_states=100-alpha=1.1000-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K100_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

54/100

-9.3


0.950 
therapeutic,_prophyl

0.934 
acute_pain_due_to_tr

0.929 
other_nonspecific_ab

0.926 
infectious_agent_det

0.905 
prealbumin_c84134   

0.889 
therapeutic,_prophyl

0.848 
ventilation_assist_a

0.840 
central_venous_cathe

0.828 
procs_for_lymph,_leu

0.825 
infectious_agent_ant

0.820 
computed_tomography,

0.812 
insertion_of_tempora

0.804 
solitary_pulmonary_n

0.799 
acute_venous_embolis

0.787 
echocardiography,_tr

41/100

-8.6


0.996 
encounter_for_antine

0.995 
chemotherapy_adminis

0.988 
chemotherapy_adminis

0.987 
encounter_for_antine

0.981 
chemotherapy_adminis

0.955 
aprepitant_d04855   

0.954 
irrigation_of_implan

0.947 
filgrastim_d04790   

0.934 
intravenous_infusion

0.932 
chemotherapy_adminis

0.914 
chemotherapy_adminis

0.906 
intravenous_infusion

0.863 
cisplatin_d00195    

0.850 
insertion_of_tunnele

0.798 
personal_history_of_

14/100

-7.3


0.998 
attention_deficit_di

0.997 
attention_deficit_di

0.996 
psychotherapy,_45_mi

0.995 
amphetamine-dextroam

0.989 
unspecified_affectiv

0.986 
oppositional_disorde

0.985 
methylphenidate_d009

0.941 
other_specified_earl

0.936 
psychotherapy,_30_mi

0.897 
psychiatric_diagnost

0.892 
other_specified_affe

0.886 
neuropsychological_t

0.874 
risperidone_d03180  

0.869 
psychiatric_diagnost

0.859 
unspecified_delay_in

93/100

-6.7


0.976 
subsequent_prenatal_

0.972 
fetal_biophysical_pr

0.971 
obesity_complicating

0.968 
ultrasound,_pregnant

0.967 
ultrasound,_pregnant

0.952 
other_specified_ante

0.952 
encounter_for_fetal_

0.929 
doppler_velocimetry,

0.923 
bupivacaine-fentanyl

0.905 
abnormality_in_fetal

0.901 
obesity_complicating

0.890 
pregnancy_examinatio

0.885 
breech_presentation_

0.872 
mental_disorders_of_

0.868 
hemoglobin_or_rbcs,_

65/100

-6.6


0.921 
ethinyl_estradiol-no

0.899 
unspecified_inflamma

0.870 
encounter_for_unspec

0.796 
isoniazid_d00101    

0.774 
estriol_c82677      

0.741 
nonspecific_reaction

0.740 
oligohydramnios,_del

0.738 
anemia,_antepartum_6

0.736 
mental_disorders_of_

0.731 
other_antepartum_dia

0.728 
antepartum_care_only

0.722 
encounter_for_remova

0.708 
encounter_for_insert

0.675 
medroxyprogesterone_

0.663 
group_b_streptococcu

30/100

-6.2


0.995 
major_depressive_dis

0.995 
group_psychotherapy_

0.994 
electroconvulsive_th

0.991 
anesthesia_for_elect

0.985 
major_depressive_dis

0.983 
other_electroshock_t

0.981 
paranoid_type_schizo

0.971 
unspecified_schizoph

0.945 
schizo-affective_typ

0.896 
mirtazapine_d04025  

0.887 
citalopram_d04332   

0.881 
follow-up_inpatient_

0.881 
clozapine_d00199    

0.878 
major_depressive_dis

0.872 
paranoia_2971       

27/100

-6.1


0.977 
subsequent_nursing_f

0.973 
subsequent_hospital_

0.966 
debility,_unspecifie

0.965 
subsequent_nursing_f

0.921 
subsequent_hospital_

0.901 
prolonged_physician_

0.894 
decubitus_ulcer,_uns

0.885 
paraplegia_3441     

0.870 
subsequent_nursing_f

0.849 
decubitus_ulcer,lowe

0.833 
initial_nursing_faci

0.831 
quadriplegia,_unspec

0.829 
dementia_in_conditio

0.820 
neurogenic_bladder_n

0.809 
subsequent_nursing_f

9/100

-6.0


0.833 
collection_of_venous

0.780 
internal_hemorrhoids

0.774 
at_least_one_prescri

0.714 
external_hemorrhoids

0.601 
postnasal_drip_78491

0.533 
bite_of_nonvenomous_

0.458 
tinnitus,_unspecifie

0.454 
other_psychological_

0.436 
excision_of_hemorrho

0.435 
contact_dermatitis_a

0.405 
lipoma,_unspecified_

0.389 
handling_and/or_conv

0.384 
anoscopy;_diagnostic

0.381 
unspecified_disorder

0.374 
poliovirus_vaccine,_

48/100

-5.8


0.997 
complications_of_tra

0.995 
kidney_replaced_by_t

0.992 
heart_replaced_by_tr

0.924 
tacrolimus_c80197   

0.874 
mycophenolate_mofeti

0.838 
cyclosporine_d00079 

0.829 
cyclosporine_c80158 

0.825 
tacrolimus_d03752   

0.736 
clotrimazole_d01236 

0.722 
immunofluorescent_st

0.712 
unspecified_adverse_

0.698 
ganciclovir_d00066  

0.690 
endo,_nutr,_metab_di

0.630 
seroma_complicating_

0.624 
gross_hematuria_5997

85/100

-5.6


0.935 
unspecified_ventral_

0.917 
anesthesia_for_all_p

0.914 
preoperative_examina

0.895 
incisional_hernia_wi

0.874 
other_specified_preo

0.870 
acute_appendicitis_w

0.824 
postoperative_follow

0.805 
level_iii_-_surgical

0.805 
midazolam_d00301    

0.778 
remifentanil_d04034 

0.767 
laparoscopic_appende

0.767 
vecuronium_d00399   

0.756 
appendectomy_w/o_com

0.752 
neostigmine_d00313  

0.739 
laparoscopy,_surgica

72/100

-5.5


0.918 
benign_essential_hyp

0.837 
lovastatin_d00280   

0.834 
periodic_comprehensi

0.823 
varicella_zoster_imm

0.807 
annual_wellness_visi

0.769 
lipoprotein,_direct_

0.752 
fosinopril_d00242   

0.744 
mild_cognitive_impai

0.715 
cramp_of_limb_72982 

0.689 
colchicine_d00150   

0.685 
amlodipine_d00689   

0.651 
enalapril_d00013    

0.646 
need_for_prophylacti

0.571 
duplex_scan_of_aorta

0.551 
simvastatin_d00746  

66/100

-5.5


0.993 
unspecified_idiopath

0.977 
nerve_conduction,_am

0.972 
nerve_conduction,_am

0.968 
mononeuritis_of_unsp

0.964 
nerve_conduction,_am

0.963 
h-reflex,_amplitude_

0.960 
myopathy,_unspecifie

0.955 
needle_electromyogra

0.953 
amyotrophic_lateral_

0.943 
unspecified_inflamma

0.939 
needle_electromyogra

0.937 
other_cerebellar_ata

0.924 
acute_infective_poly

0.918 
needle_electromyogra

0.908 
unspecified_disease_

10/100

-5.4


0.986 
systemic_lupus_eryth

0.980 
rheumatoid_factor;_q

0.969 
deoxyribonucleic_aci

0.969 
autoimmune_disease,_

0.969 
antinuclear_antibodi

0.967 
fluorescent_noninfec

0.964 
extractable_nuclear_

0.958 
cyclic_citrullinated

0.951 
immunoassay_for_anal

0.949 
other_and_unspecifie

0.941 
sicca_syndrome_7102 

0.920 
polymyalgia_rheumati

0.910 
unspecified_inflamma

0.895 
antinuclear_antibodi

0.889 
systemic_sclerosis_7

78/100

-5.4


0.998 
bipolar_affective_di

0.998 
bipolar_affective_di

0.997 
bipolar_affective_di

0.995 
bipolar_affective_di

0.990 
manic-depressive_psy

0.984 
lithium_d00061      

0.958 
bipolar_affective_di

0.951 
lithium_c80178      

0.943 
bipolar_affective_di

0.919 
bipolar_affective_di

0.880 
dextroamphetamine_d0

0.871 
bipolar_affective_di

0.850 
ziprasidone_d04747  

0.843 
bipolar_affective_di

0.828 
other_manic-depressi

21/100

-5.3


0.927 
encounter_for_other_

0.907 
ethinyl_estradiol-no

0.857 
initial_comprehensiv

0.836 
periodic_comprehensi

0.808 
benign_neoplasm_of_s

0.788 
contact_with_or_expo

0.765 
adapalene_topical_d0

0.736 
infectious_agent_det

0.675 
ethinyl_estradiol-le

0.643 
penciclovir_topical_

0.635 
pregnancy_examinatio

0.606 
ethinyl_estradiol-no

0.583 
screening_papanicola

0.577 
levonorgestrel_d0303

0.560 
ethinyl_estradiol-et

76/100

-5.3


0.957 
azithromycin_d00091 

0.919 
amoxicillin-clavulan

0.870 
acute_maxillary_sinu

0.845 
accidents_occurring_

0.808 
benzonatate_d00796  

0.801 
influenza_virus_vacc

0.797 
codeine-guaifenesin_

0.787 
beclomethasone_d0076

0.747 
acetaminophen-hydroc

0.742 
castor_oil_d01014   

0.739 
blood,_occult,_by_pe

0.728 
homatropine-hydrocod

0.722 
auranofin_d00818    

0.722 
diazepam_d00148     

0.714 
other_accidents_e928

55/100

-5.2


0.988 
computer-aided_detec

0.984 
screening_mammograph

0.972 
screening_mammograph

0.926 
dual_energy_x-ray_ab

0.889 
mammogram_assessment

0.845 
colorectal_cancer_sc

0.842 
patient_information_

0.815 
unspecified_menopaus

0.800 
mammogram_assessment

0.790 
dual-energy_x-ray_ab

0.787 
urge_incontinence_78

0.785 
mammography;_unilate

0.781 
computer_aided_detec

0.688 
screening_for_malign

0.687 
estradiol_topical_d0

42/100

-4.9


0.956 
office_or_other_outp

0.356 
salsalate_d00842    

0.277 
infectious_colitis,_

0.215 
radiologic_examinati

0.201 
disorder_of_eye,_uns

0.170 
excision,_benign_les

0.166 
calciferol_(vitamin_

0.134 
office_or_other_outp

0.116 
ketoprofen_d00028   

0.116 
enthesopathy_of_spec

0.111 
infectious_agent_ant

0.101 
codeine_d01164      

0.099 
spontaneous_ecchymos

0.097 
aurothioglucose_d008

0.094 
office_consultation_

94/100

-4.8


0.998 
malignant_neoplasm_o

0.997 
malignant_neoplasm_o

0.992 
benign_neoplasm_of_c

0.992 
neoplasm_of_unspecif

0.986 
malignant_neoplasm_o

0.986 
malignant_neoplasm_o

0.983 
malignant_neoplasm_o

0.981 
malignant_neoplasm_o

0.979 
temozolomide_d04451 

0.977 
magnetic_resonance_s

0.976 
personal_history_of_

0.966 
benign_neoplasm_of_b

0.964 
malignant_neoplasm_o

0.960 
benign_neoplasm_of_c

0.958 
personal_history_of_

4/100

-4.7


0.997 
type_i_diabetes_mell

0.994 
type_ii_diabetes_mel

0.994 
polyneuropathy_in_di

0.992 
background_diabetic_

0.989 
type_i_diabetes_mell

0.982 
diabetes_mellitus_ty

0.981 
insulin_aspart_d0469

0.978 
long-term_(current)_

0.976 
diabetes_mellitus_ty

0.974 
insulin_lispro_d0437

0.961 
diabetes_mellitus_ty

0.957 
diabetes_mellitus_ty

0.947 
gastroparesis_5363  

0.944 
peripheral_angiopath

0.942 
diabetes_mellitus_ty

1/100

-4.3


0.875 
lack_of_housing_v600

0.856 
alcohol_withdrawal_2

0.844 
alcohol_abuse,_unspe

0.838 
acute_alcoholic_into

0.809 
open_wound_of_forear

0.805 
suicidal_ideation_v6

0.787 
poisoning_and_toxic_

0.787 
poisoning_by_aromati

0.757 
other_and_unspecifie

0.748 
emergency_department

0.733 
suicide_and_self-inf

0.715 
acetaminophen_c82003

0.709 
orbital_floor_(blow-

0.657 
alcohol_abuse/depend

0.657 
other_facial_bones_c

81/100

-4.3


0.994 
routine_infant_or_ch

0.993 
periodic_comprehensi

0.972 
periodic_comprehensi

0.967 
encounter_for_survei

0.965 
human_papilloma_viru

0.949 
initial_comprehensiv

0.942 
varicella_virus_vacc

0.939 
completed_early_peri

0.938 
encounter_for_contra

0.937 
developmental_testin

0.924 
other_viral_diseases

0.903 
acute_serous_otitis_

0.885 
removal_of_impacted_

0.871 
hepatitis_a_vaccine,

0.827 
alopecia,_unspecifie

23/100

-4.2


0.996 
morbid_obesity_27801

0.989 
other_and_unspecifie

0.968 
bariatric_surgery_st

0.931 
polysomnography,_sle

0.904 
o.r._procedures_for_

0.901 
phentermine_d00806  

0.900 
health_and_behavior_

0.875 
insomnia_with_sleep_

0.870 
obstructive_sleep_ap

0.870 
body_mass_index_40_a

0.860 
orlistat_d04429     

0.854 
laparoscopy,_surgica

0.852 
obesity,_unspecified

0.839 
thiamine_(vitamin_b-

0.836 
medical_nutrition_th

40/100

-4.1


0.999 
human_immunodeficien

0.997 
t_cells;_absolute_cd

0.996 
asymptomatic_human_i

0.988 
vitiligo_70901      

0.946 
lipodystrophy_2726  

0.940 
efavirenz_d04355    

0.935 
lamivudine-zidovudin

0.930 
ritonavir_d03984    

0.906 
condyloma_acuminatum

0.898 
unspecified_viral_in

0.870 
herpes_zoster_withou

0.824 
agglutinins,_febrile

0.823 
excision,_other_beni

0.800 
hemorrhoidectomy,_by

0.784 
lamivudine_d03858   

61/100

-4.1


0.990 
bulimia_30751       

0.987 
anorexia_nervosa_307

0.982 
neurotic_depression_

0.950 
individual_psychothe

0.767 
eating_disorder,_uns

0.701 
adjustment_reaction_

0.561 
other_isolated_or_si

0.322 
individual_psychothe

0.317 
individual_medical_p

0.298 
polyphagia_7836     

0.139 
individual_psychothe

0.135 
major_depressive_dis

0.132 
major_depressive_dis

0.126 
individual_psychothe

0.104 
anorexia_7830       

97/100

-4.0


0.996 
hepatitis_a_vaccine,

0.996 
hepatitis_b_vaccine,

0.989 
poliovirus_vaccine,_

0.988 
rubella_virus_vaccin

0.987 
need_for_prophylacti

0.987 
need_for_prophylacti

0.984 
administration_of_he

0.978 
typhoid_vaccine,_liv

0.976 
typhoid_vaccine,_vi_

0.975 
preventive_medicine_

0.971 
yellow_fever_vaccine

0.967 
need_for_prophylacti

0.948 
preventive_medicine_

0.947 
need_for_prophylacti

0.940 
antibody;_rubeola_c8

82/100

-3.9


0.939 
nonspecific_reaction

0.784 
intestinal_infection

0.767 
laboratory_examinati

0.733 
psyllium_d01018     

0.704 
unspecified_pulmonar

0.669 
h1n1_immunization_ad

0.661 
hemoptysis,_unspecif

0.651 
carbamide_peroxide_t

0.640 
infectious_agent_ant

0.639 
smear,_primary_sourc

0.594 
clarithromycin_d0009

0.581 
dietary_surveillance

0.576 
immunization_adminis

0.536 
mefloquine_d00286   

0.534 
cromolyn_d00200     

92/100

-3.9


0.998 
malignant_neoplasm_o

0.996 
prostate_specific_an

0.992 
hypertrophy_(benign)

0.990 
hypertrophy_(benign)

0.989 
elevated_prostate_sp

0.985 
hyperplasia_of_prost

0.980 
prostate_cancer_scre

0.975 
hypertrophy_(benign)

0.970 
hyperplasia_of_prost

0.969 
unilateral_or_unspec

0.964 
measurement_of_post-

0.955 
hyperplasia_of_prost

0.953 
unspecified_disorder

0.934 
biopsy,_prostate;_ne

0.933 
nocturia_78843      

52/100

-3.8


0.997 
malignant_neoplasm_o

0.997 
nontoxic_uninodular_

0.996 
ultrasound,_soft_tis

0.996 
nontoxic_multinodula

0.991 
goiter,_unspecified_

0.989 
thyroglobulin_c84432

0.988 
thyroglobulin_antibo

0.983 
benign_neoplasm_of_t

0.982 
personal_history_of_

0.982 
neoplasm_of_uncertai

0.968 
chronic_lymphocytic_

0.961 
hypercalcemia_27542 

0.959 
thyroid_carcinoma_me

0.956 
hyperparathyroidism_

0.952 
thyroid_procedures_d

6/100

-3.7


0.997 
unspecified_problems

0.995 
non-covered_item_or_

0.859 
multiple_and_unspeci

0.800 
unspecified_disorder

0.664 
other_counseling,_no

0.601 
encounter_for_papani

0.581 
confirmatory_consult

0.567 
unspecified_contusio

0.538 
malar_and_maxillary_

0.528 
constipation,_unspec

0.511 
burn_of_unspecified_

0.499 
pain_in_or_around_ey

0.497 
encounter_for_genera

0.494 
sertraline_d00880   

0.494 
abnormal_glucose_tol

68/100

-3.7


0.999 
intensity_modulated_

0.995 
stereoscopic_x-ray_g

0.993 
malignant_neoplasm_o

0.992 
malignant_neoplasm_o

0.991 
malignant_neoplasm_o

0.991 
malignant_neoplasm_o

0.988 
malignant_neoplasm_o

0.985 
malignant_neoplasm_o

0.966 
intensity_modulated_

0.944 
multi-leaf_collimato

0.934 
dysphagia,_oral_phas

0.911 
dysphagia,_oropharyn

0.885 
computed_tomography_

0.873 
feeding_difficulties

0.863 
other_dysphagia_7872

29/100

-3.6


0.993 
displacement_of_lumb

0.992 
lumbago_7242        

0.991 
degeneration_of_lumb

0.986 
lumbosacral_spondylo

0.986 
spinal_stenosis_of_l

0.985 
thoracic_or_lumbosac

0.972 
injection,_single_(n

0.956 
magnetic_resonance_(

0.953 
injection,_anestheti

0.952 
postlaminectomy_synd

0.949 
sciatia_7243        

0.937 
fluoroscopic_guidanc

0.933 
other_and_unspecifie

0.931 
injection,_anestheti

0.928 
epidurography,_radio

63/100

-3.5


0.992 
end_stage_renal_dise

0.992 
hemodialysis_procedu

0.986 
renal_failure,_unspe

0.983 
nephrotic_syndrome_w

0.976 
chronic_kidney_disea

0.974 
hemodialysis_p3995  

0.970 
chronic_kidney_disea

0.965 
nephritis_and_nephro

0.962 
other_complications_

0.958 
sevelamer_d04363    

0.943 
chronic_kidney_disea

0.939 
anemia_in_end-stage_

0.932 
proteinuria_7910    

0.924 
postsurgical_renal_d

0.917 
chronic_kidney_disea

11/100

-3.3


0.999 
infertility,_female,

0.994 
infertility,_female,

0.991 
supervision_of_high-

0.990 
twin_pregnancy,_ante

0.984 
ultrasound,_pelvic_(

0.978 
artificial_inseminat

0.977 
hysterosalpingograph

0.973 
follicle_puncture_fo

0.960 
sperm_washing_for_ar

0.952 
culture_and_fertiliz

0.951 
complete_in__vitro_f

0.946 
twin_pregnancy,_deli

0.943 
infertility,_female,

0.937 
other_diagnostic_pro

0.932 
sperm_isolation;_sim

77/100

-3.3


0.998 
rheumatoid_arthritis

0.998 
pernicious_anemia_28

0.991 
other_b-complex_defi

0.991 
cyanocobalamin_d0041

0.989 
other_vitamin_b12_de

0.975 
therapeutic,_prophyl

0.972 
unspecified_polyarth

0.965 
ankylosing_spondylit

0.927 
sarcoidosis_135     

0.895 
therapeutic,_prophyl

0.824 
chemotherapy_adminis

0.788 
lung_involvement_in_

0.748 
etanercept_d04365   

0.735 
hydroxychloroquine_d

0.673 
therapeutic,_prophyl

59/100

-3.2


0.999 
manual_therapy_techn

0.996 
therapeutic_procedur

0.996 
application_of_a_mod

0.982 
application_of_a_mod

0.965 
unspecified_musculos

0.945 
therapeutic_procedur

0.934 
application_of_a_mod

0.930 
application_of_a_mod

0.917 
application_of_a_mod

0.917 
application_of_a_mod

0.899 
joint_mobilization,_

0.895 
myofascial_release/s

0.891 
physical_therapy_re-

0.858 
self-care/home_manag

0.839 
thoracic_sprain_8471

58/100

-3.1


0.996 
chronic_airway_obstr

0.984 
tobacco_use_disorder

0.917 
tiotropium_d04829   

0.852 
chronic_obstructive_

0.820 
nicotine_d00316     

0.794 
respiratory_abnormal

0.780 
varenicline_d05807  

0.777 
salmeterol_d03759   

0.726 
obstructive_chronic_

0.631 
other_emphysema_4928

0.622 
obstructive_chronic_

0.615 
chronic_obstructive_

0.614 
need_for_prophylacti

0.553 
nonspecific_abnormal

0.528 
guaifenesin_d00797  

19/100

-2.9


0.997 
allergic_rhinitis_du

0.997 
asthma,_unspecified_

0.997 
allergic_rhinitis_du

0.995 
professional_service

0.995 
extrinsic_asthma_wit

0.991 
professional_service

0.988 
intrinsic_asthma_wit

0.976 
montelukast_d04289  

0.974 
asthma,_unspecified_

0.963 
intracutaneous_(intr

0.959 
percutaneous_tests_(

0.921 
toxic_effect_of_veno

0.888 
angioneurotic_edema,

0.881 
azelastine_nasal_d04

0.867 
extrinsic_asthma_wit

16/100

-2.9


0.994 
polycystic_ovaries_2

0.983 
hirsutism_7041      

0.976 
dehydroepiandrostero

0.975 
scanty_or_infrequent

0.919 
absence_of_menstruat

0.909 
premature_menopause_

0.905 
decreased_libido_799

0.875 
hydroxyprogesterone,

0.869 
flushing_78262      

0.839 
other_ovarian_failur

0.838 
androstenedione_c821

0.811 
disorders_of_menstru

0.751 
gonadotropin;_follic

0.688 
specified_congenital

0.687 
galactorrhea_not_ass

37/100

-2.9


0.996 
migraine,_unspecifie

0.986 
common_migraine,_wit

0.984 
trigeminal_neuralgia

0.981 
headache_7840       

0.978 
sumatriptan_d03160  

0.971 
zolmitriptan_d04253 

0.961 
asa/butalbital/caffe

0.939 
atypical_face_pain_3

0.923 
auditory_evoked_pote

0.897 
bupropion_d00181    

0.882 
classical_migraine,_

0.873 
nortriptyline_c80182

0.863 
apap/asa/caffeine_d0

0.850 
eletriptan_d04849   

0.813 
classical_migraine,_

38/100

-2.8


0.992 
major_depressive_dis

0.789 
pharmacologic_manage

0.713 
major_depressive_dis

0.545 
benign_neoplasm_of_o

0.362 
poisoning_by_antidep

0.323 
interactive_psychiat

0.267 
individual_psychothe

0.202 
individual_psychothe

0.133 
external_hemorrhoids

0.128 
other_alopecia_70409

0.111 
major_depressive_dis

0.108 
major_depressive_dis

0.104 
psychic_factors_asso

0.097 
individual_psychothe

0.091 
major_depressive_dis

28/100

-2.8


0.996 
lump_or_mass_in_brea

0.995 
ultrasound,_breast(s

0.992 
mammography;_bilater

0.992 
diffuse_cystic_masto

0.987 
mammographic_microca

0.986 
diagnostic_mammograp

0.983 
solitary_cyst_of_bre

0.978 
other_signs_and_symp

0.978 
mammography;_unilate

0.978 
nonspecific_abnormal

0.973 
benign_neoplasm_of_b

0.973 
computer-aided_detec

0.972 
mammography;_bilater

0.963 
mammographic_guidanc

0.952 
neoplasm_of_uncertai

80/100

-2.7


0.958 
abdominal_pain,_epig

0.887 
chronic_pancreatitis

0.872 
radiological_examina

0.859 
esophageal_reflux_53

0.833 
diarrhea_78791      

0.804 
abdominal_pain,_righ

0.789 
esophagitis,_gastroe

0.785 
laparoscopy,_surgica

0.782 
other_specified_gast

0.777 
persistent_vomiting_

0.773 
cholecystitis,_unspe

0.765 
abdominal_pain,_unsp

0.757 
duodenal_ulcer,_unsp

0.755 
ulcer_of_esophagus_5

0.753 
upper_gastrointestin

87/100

-2.6


0.996 
congestive_heart_fai

0.991 
other_primary_cardio

0.985 
secondary_cardiomyop

0.982 
automatic_implantabl

0.977 
paroxysmal_ventricul

0.975 
heart_failure,_unspe

0.968 
left_heart_failure_4

0.944 
heart_failure_and_sh

0.931 
combined_right_heart

0.930 
ventricular_fibrilla

0.923 
interrogation_device

0.916 
fitting_and_adjustme

0.892 
carvedilol_d03847   

0.884 
insertion_or_reposit

0.884 
hypertrophic_cardiom

50/100

-2.6


0.991 
fibrinolysins_or_coa

0.989 
clotting_inhibitors_

0.988 
clotting_inhibitors_

0.987 
other_pulmonary_embo

0.987 
other_and_unspecifie

0.986 
clotting_inhibitors_

0.983 
activated_protein_c_

0.975 
clotting;_factor_vii

0.953 
primary_hypercoagula

0.944 
cardiolipin_(phospho

0.941 
clotting;_factor_vii

0.940 
clotting;_factor_vii

0.914 
personal_history_of_

0.909 
platelet_neutralizat

0.857 
clotting_inhibitors_

53/100

-2.6


0.999 
adjustment_reaction_

0.989 
hypochondriasis_3007

0.985 
adjustment_reaction_

0.983 
unspecified_adjustme

0.980 
adjustment_reaction_

0.976 
adjustment_reaction_

0.956 
bereavement,_uncompl

0.922 
major_depressive_dis

0.913 
family_psychotherapy

0.887 
gilles_de_la_tourett

0.859 
major_depressive_dis

0.770 
major_depressive_dis

0.697 
family_psychotherapy

0.561 
psychiatric_diagnost

0.560 
unspecified_acute_re

51/100

-2.6


0.997 
paralysis_agitans_33

0.991 
cervical_spondylosis

0.988 
degeneration_of_cerv

0.987 
cervicalgia_7231    

0.966 
displacement_of_cerv

0.957 
other_syndromes_affe

0.955 
spinal_stenosis_of_c

0.948 
carbidopa-levodopa_d

0.941 
idiopathic_torsion_d

0.925 
brachial_neuritis_or

0.920 
chemodenervation_of_

0.916 
ropinirole_d04215   

0.914 
brachial_plexus_lesi

0.905 
cervical_spondylosis

0.905 
magnetic_resonance_(

17/100

-2.5


0.999 
atrial_fibrillation_

0.958 
atrial_flutter_42732

0.931 
encounter_for_long-t

0.903 
anesthesia_for_proce

0.888 
cardioversion,_elect

0.848 
cardiac_arrhythmia_a

0.809 
cardiac_arrhythmia_a

0.794 
digoxin_d00210      

0.683 
digoxin_c80162      

0.634 
rheumatic_heart_dise

0.566 
impaired_glucose_tol

0.556 
mitral_stenosis_3940

0.528 
sotalol_d00371      

0.307 
echocardiography,_tr

0.263 
encounter_for_therap

56/100

-2.5


0.998 
unspecified_hypothyr

0.986 
toxic_diffuse_goiter

0.985 
levothyroxine_d00278

0.985 
thyrotoxicosis_witho

0.977 
thyroid_hormone_(t3_

0.929 
thyroxine;_total_c84

0.890 
triiodothyronine_t3;

0.846 
methimazole_d00290  

0.833 
thyroid_dysfunction,

0.790 
microsomal_antibodie

0.775 
thyroid_stimulating_

0.717 
thyroxine;_free_c844

0.697 
provision_of_therape

0.669 
thyroiditis,_unspeci

0.641 
other_postablative_h

5/100

-2.5


0.994 
radiologic_examinati

0.986 
unspecified_fracture

0.983 
fracture_of_lateral_

0.981 
fracture_of_metatars

0.976 
unspecified_site_of_

0.974 
application_of_short

0.967 
aftercare_for_healin

0.960 
radiologic_examinati

0.959 
application_of_short

0.956 
closed_fracture_of_u

0.955 
fracture_of_medial_m

0.955 
closed_fracture_of_o

0.951 
fracture_of_calcaneu

0.949 
other_enthesopathy_o

0.943 
radiologic_examinati

33/100

-2.4


0.784 
transferase;_alanine

0.778 
transferase;_asparta

0.739 
blood_count;_hematoc

0.735 
bilirubin;_total_and

0.582 
phosphatase,_alkalin

0.548 
hepatitis_c_antibody

0.540 
bilirubin;_total_or_

0.482 
hepatitis_b_surf._ab

0.404 
hepatitis_b_surface_

0.372 
complement;_total_he

0.283 
laboratory_examinati

0.274 
deoxyribonuclease,_a

0.272 
unlisted_hematology_

0.256 
blood_count;_blood_s

0.242 
hepatitis_b_core_ab_

18/100

-2.3


0.986 
iron_deficiency_anem

0.978 
malignant_neoplasm_o

0.976 
malignant_neoplasm_o

0.941 
thalassemias_2824   

0.879 
iron_binding_capacit

0.858 
ferritin_c82728     

0.848 
personal_history_of_

0.833 
anemia,_unspecified_

0.791 
disorders_of_iron_me

0.774 
other_transurethral_

0.766 
other_thalassemia_28

0.725 
folic_acid;_serum_c8

0.715 
closed_[transurethra

0.635 
cyanocobalamin_(vita

0.632 
anemia_associated_wi

67/100

-2.3


0.999 
analysis_of_clinical

0.997 
hemorrhagic_disorder

0.926 
embolism_and_thrombo

0.885 
unspecified_psychosi

0.758 
acute,_but_ill-defin

0.624 
embolism_and_thrombo

0.463 
embolism_and_thrombo

0.245 
prothrombin_time_c85

0.213 
phlebitis_and_thromb

0.183 
anticoagulants_causi

0.179 
abrasion_or_friction

0.146 
screening_for_other_

0.144 
doxepin_d00217      

0.130 
other_specified_dise

0.130 
urography,_infusion,

24/100

-2.3


0.994 
acute_myeloid_leukem

0.988 
complications_of_bon

0.987 
acute_myeloid_leukem

0.973 
acute_lymphoid_leuke

0.945 
blood_smear,_periphe

0.919 
aplastic_anemia,_uns

0.911 
peripheral_stem_cell

0.908 
unspecified_leukemia

0.902 
cytarabine_d00201   

0.886 
bone_marrow,_smear_i

0.868 
array-based_evaluati

0.863 
bone_marrow_replaced

0.818 
flow_cytometry,_inte

0.796 
molecular_cytogeneti

0.793 
bone_marrow_transpla

36/100

-2.3


0.994 
diabetes_mellitus_ty

0.981 
glucose,_blood_by_gl

0.958 
type_ii_diabetes_mel

0.907 
diabetes_mellitus_25

0.904 
glipizide_d00246    

0.898 
diabetes_mellitus_wi

0.864 
metformin_d03807    

0.814 
diabetes_outpatient_

0.758 
glucose;_blood,_reag

0.741 
diabetes_with_unspec

0.631 
hemoglobin;_glycated

0.627 
albumin;_urine,_micr

0.612 
rosiglitazone_d04434

0.587 
chlorambucil_d00188 

0.539 
glimepiride_d03864  

3/100

-2.1


0.988 
ulcer_of_lower_limb,

0.983 
cellulitis_and_absce

0.982 
ulcer_of_lower_limbs

0.977 
hidradenitis_70583  

0.974 
ulcer_of_other_part_

0.972 
cellulitis_and_absce

0.971 
unspecified_osteomye

0.971 
debridement;_skin,_p

0.971 
varicose_veins_of_lo

0.967 
atherosclerosis_of_n

0.967 
atherosclerosis_of_n

0.959 
ulcer_of_heel_and_mi

0.954 
varicose_veins_of_lo

0.944 
cellulitis_and_absce

0.937 
arterial_embolism_an

15/100

-2.1


0.992 
radiologic_examinati

0.991 
carpal_tunnel_syndro

0.988 
pain_in_joint_involv

0.988 
other_closed_fractur

0.987 
application_of_a_mod

0.985 
other_tenosynovitis_

0.982 
fracture,_closed,_co

0.974 
closed_fracture_of_m

0.973 
radiologic_examinati

0.970 
radiologic_examinati

0.969 
aftercare_for_healin

0.968 
occupational_therapy

0.968 
open_wound_of_finger

0.965 
radiologic_examinati

0.964 
fracture_of_unspecif

91/100

-2.0


1.000 
malignant_neoplasm_o

0.995 
personal_history_of_

0.995 
secondary_malignant_

0.990 
malignant_neoplasm_o

0.981 
malignant_neoplasm_o

0.978 
immunoassay_for_tumo

0.976 
trastuzumab_d04357  

0.975 
acquired_absence_of_

0.973 
malignant_neoplasm_o

0.973 
tamoxifen_d00381    

0.960 
postmastectomy_lymph

0.954 
biopsy_or_excision_o

0.947 
subtotal_mastectomy_

0.939 
mastectomy,_partial_

0.935 
morphometric_analysi

43/100

-2.0


0.980 
bilirubin;_total_c82

0.763 
albumin;_serum_c8204

0.603 
protein;_total,_exce

0.581 
calcium;_total_c8231

0.376 
phosphatase,_alkalin

0.355 
iron_c83540         

0.337 
obesity_2780        

0.281 
bilirubin;_total_or_

0.249 
bilirubin;_direct_c8

0.226 
sodium;_serum_c84295

0.200 
chloride;_blood_c824

0.171 
carbon_dioxide_(bica

0.162 
transferase;_alanine

0.152 
transferase;_asparta

0.130 
contact_with_or_expo

64/100

-1.9


0.996 
cerebral_artery_occl

0.992 
intracerebral_hemorr

0.990 
subarachnoid_hemorrh

0.989 
cerebral_embolism,_w

0.987 
cerebral_aneurysm,_n

0.977 
computed_tomographic

0.969 
hemiplegia_affecting

0.964 
arteriography_of_cer

0.959 
personal_history_of_

0.959 
obstructive_hydrocep

0.959 
specific_cerebrovasc

0.957 
cerebral_thrombosis,

0.953 
unspecified_transien

0.953 
computed_tomographic

0.948 
angiography,_vertebr

69/100

-1.9


0.995 
destruction_(eg,_las

0.994 
actinic_keratosis_70

0.992 
destruction_(eg,_las

0.992 
other_seborrheic_ker

0.991 
other_dyschromia_709

0.989 
benign_neoplasm_of_s

0.988 
other_chronic_dermat

0.982 
hemangioma_of_skin_a

0.981 
personal_history_of_

0.980 
biopsy_of_skin,_subc

0.979 
inflamed_seborrheic_

0.967 
unlisted_procedure,_

0.966 
other_malignant_neop

0.960 
rosacea_6953        

0.957 
other_malignant_neop

62/100

-1.7


0.986 
ultrasound,_pregnant

0.975 
postpartum_care_only

0.952 
other_specified_ante

0.925 
other_artificial_rup

0.919 
placenta_previa_with

0.915 
mild_or_unspecified_

0.907 
abnormal_glucose_tol

0.900 
transient_hypertensi

0.898 
episiotomy_p736     

0.886 
fetal_distress,_affe

0.886 
other_and_unspecifie

0.882 
anesthesia_for_cesar

0.881 
fetal_monitoring,_no

0.872 
cesarean_section_w/o

0.868 
cesarean_delivery,_w

74/100

-1.7


0.951 
unspecified_chest_pa

0.942 
other_chest_pain_786

0.925 
cardiovascular_stres

0.914 
family_history_of_ot

0.862 
chest_pain_drg:143  

0.852 
myocardial_perfusion

0.851 
myocardial_perfusion

0.811 
cardiovascular_stres

0.809 
cardiovascular_stres

0.769 
precordial_pain_7865

0.733 
myocardial_perfusion

0.685 
nonspecific_abnormal

0.661 
other_nonspecific_ab

0.593 
troponin,_qualitativ

0.500 
provision_of_diagnos

39/100

-1.6


0.997 
dysplasia_of_cervix_

0.996 
nonspecific_abnormal

0.992 
colposcopy_of_the_ce

0.991 
carcinoma_in_situ_of

0.986 
nonspecific_abnormal

0.986 
cytopathology,_cervi

0.982 
mild_dysplasia_of_ce

0.979 
colposcopy_of_the_ce

0.975 
dysplasia_of_cervix,

0.970 
papanicolaou_smear_o

0.966 
atypical_squamous_ce

0.960 
dysplasia_of_vagina_

0.957 
mild_dysplasia_of_ce

0.947 
abnormal_papanicolao

0.945 
colposcopy_of_the_ce

31/100

-1.6


0.995 
disorders_of_bursae_

0.991 
rotator_cuff_(capsul

0.988 
pain_in_joint_involv

0.988 
complete_rupture_of_

0.988 
radiologic_examinati

0.985 
osteoarthrosis,_unsp

0.985 
radiologic_examinati

0.984 
pain_in_joint_involv

0.983 
other_joint_derangem

0.982 
osteoarthrosis,_loca

0.973 
hip_joint_replaced_b

0.972 
fracture_of_unspecif

0.969 
osteoarthrosis,_unsp

0.967 
recurrent_dislocatio

0.957 
supraspinatus_(muscl

57/100

-1.5


0.994 
liver_replaced_by_tr

0.994 
cirrhosis_of_liver_w

0.988 
alcoholic_cirrhosis_

0.981 
other_sequelae_of_ch

0.969 
esophageal_varices_w

0.962 
portal_hypertension_

0.961 
complications_of_tra

0.952 
cholangitis_5761    

0.946 
biliary_cirrhosis_57

0.941 
hepatic_coma_5722   

0.919 
acute_and_subacute_n

0.889 
g.i._hemorrhage_w_cc

0.884 
other_transplant_of_

0.883 
endoscopic_retrograd

0.877 
esophageal_varices_i

75/100

-1.5


0.999 
other_psoriasis_and_

0.998 
photochemotherapy;_t

0.998 
regional_enteritis_o

0.996 
ulcerative_colitis,_

0.992 
regional_enteritis_o

0.991 
regional_enteritis_o

0.990 
regional_enteritis_o

0.988 
universal_ulcerative

0.985 
mesalamine_d01031   

0.981 
psoriatic_arthropath

0.980 
ulcerative_(chronic)

0.979 
anal_fistula_5651   

0.970 
abscess_of_anal_and_

0.969 
left-sided_ulcerativ

0.955 
inflammatory_bowel_d

32/100

-1.4


0.793 
potassium;_serum_c84

0.675 
sodium;_serum_c84295

0.613 
urea_nitrogen;_quant

0.596 
creatinine;_blood_c8

0.544 
carbon_dioxide_(bica

0.537 
chloride;_blood_c824

0.331 
glucose;_quantitativ

0.234 
medical_back_problem

0.111 
radiologic_examinati

0.068 
beclomethasone_nasal

0.056 
blood_count;_complet

0.054 
droperidol_d00219   

0.042 
magnetic_resonance_(

0.027 
stomatitis_5280     

0.025 
meperidine_d00017   

34/100

-1.4


0.997 
other_convulsions_78

0.995 
epilepsy,_unspecifie

0.994 
treatment_of_speech,

0.989 
monitoring_for_local

0.987 
partial_epilepsy,_wi

0.986 
generalized_convulsi

0.980 
other_specified_orga

0.973 
convulsions_7803    

0.971 
partial_epilepsy,_wi

0.971 
electroencephalogram

0.968 
phenobarbital_c80184

0.962 
symbolic_dysfunction

0.960 
epilepsy,_unspecifie

0.950 
phenobarbital_d00340

0.948 
partial_epilepsy,_wi

13/100

-1.4


0.908 
other_and_unspecifie

0.731 
pure_hypercholestero

0.717 
niacin_d00314       

0.689 
pure_hyperglyceridem

0.455 
lipid_panel_this_pan

0.395 
unspecified_disorder

0.360 
gemfibrozil_d00245  

0.329 
atorvastatin_d04105 

0.212 
creatine_kinase_(ck)

0.201 
lipoprotein,_blood;_

0.169 
fluvastatin_d03183  

0.165 
colorectal_cancer_sc

0.162 
polycarbophil_d01017

0.120 
administration_of_in

0.100 
triamcinolone_nasal_

8/100

-1.4


0.998 
malignant_neoplasm_o

0.995 
secondary_malignant_

0.986 
malignant_neoplasm_o

0.985 
malignant_neoplasm_o

0.984 
malignant_neoplasm_o

0.982 
personal_history_of_

0.980 
swelling,_mass,_or_l

0.963 
malignant_neoplasm_o

0.955 
malignant_neoplasm_o

0.943 
secondary_malignant_

0.921 
neoplasm_of_unspecif

0.913 
personal_history_of_

0.912 
major_chest_procedur

0.894 
mediastinoscopy_p342

0.880 
mediastinoscopy,_wit

0/100

-1.3


0.996 
multiple_sclerosis_3

0.993 
benign_neoplasm_of_p

0.990 
unspecified_disorder

0.985 
other_testicular_hyp

0.980 
other_and_unspecifie

0.978 
panhypopituitarism_2

0.967 
testosterone_topical

0.961 
other_voice_disturba

0.958 
chronic_laryngitis_4

0.951 
adrenocorticotropic_

0.950 
glucocorticoid_defic

0.943 
neurofibromatosis,_u

0.933 
other_disorders_of_t

0.932 
cushing's_syndrome_2

0.926 
cortisol;_total_c825

35/100

-1.2


0.974 
rosuvastatin_d04851 

0.947 
pravastatin_d00348  

0.930 
ezetimibe-simvastati

0.920 
valsartan_d04113    

0.909 
olmesartan_d04801   

0.885 
sitagliptin_d05896  

0.874 
ezetimibe_d04824    

0.863 
glucosamine_d04418  

0.848 
meclizine_d00859    

0.842 
timolol_d00139      

0.836 
latanoprost_ophthalm

0.825 
brimonidine_ophthalm

0.807 
temazepam_d00384    

0.805 
hydrochlorothiazide-

0.781 
chondroitin-glucosam

89/100

-1.1


0.993 
respiratory_failure_

0.964 
encounter_for_fittin

0.951 
critical_care,_evalu

0.924 
intubation,_endotrac

0.908 
continuous_mechanica

0.905 
shock,_unspecified_7

0.894 
septic_shock_78552  

0.893 
insertion_of_endotra

0.889 
pulmonary_insufficie

0.888 
unspecified_septicem

0.888 
other_shock_without_

0.877 
tracheostomy_status_

0.877 
ventilation_assist_a

0.872 
bronchoscopy,_(rigid

0.866 
continuous_mechanica

79/100

-1.1


0.966 
vaginitis_and_vulvov

0.886 
vaginitis_and_vulvov

0.872 
leukorrhea,_not_spec

0.781 
unspecified_inflamma

0.765 
smear,_primary_sourc

0.759 
inflammatory_disease

0.694 
venereal_disease,_un

0.659 
infectious_agent_det

0.643 
smear,_primary_sourc

0.639 
candidiasis_of_vulva

0.634 
infectious_agent_det

0.632 
postcoital_bleeding_

0.584 
immunoassay_for_infe

0.562 
culture,_bacterial;_

0.433 
genital_herpes,_unsp

96/100

-1.1


0.996 
osteoarthrosis,_unsp

0.993 
pain_in_joint_involv

0.993 
unspecified_internal

0.989 
chondromalacia_of_pa

0.988 
other_and_unspecifie

0.983 
tear_of_medial_carti

0.982 
osteoarthrosis,_loca

0.976 
enthesopathy_of_knee

0.976 
effusion_of_lower_le

0.975 
sprain_of_cruciate_l

0.975 
radiologic_examinati

0.974 
osteoarthrosis,_loca

0.974 
other_tear_of_cartil

0.974 
radiologic_examinati

0.973 
excision_of_semiluna

71/100

-1.0


0.996 
cardiac_pacemaker_in

0.995 
sinoatrial_node_dysf

0.993 
electronic_analysis_

0.992 
abdominal_aortic_ane

0.988 
atrioventricular_blo

0.985 
thoracic_aortic_aneu

0.981 
dissecting_aneurysm_

0.978 
computed_tomographic

0.978 
aortic_aneurysm_of_u

0.974 
electronic_analysis_

0.970 
acute_and_subacute_b

0.970 
aortic_valve_disorde

0.970 
electronic_analysis_

0.969 
conduction_disorder,

0.955 
endocarditis,_valve_

44/100

-0.9


0.991 
calculus_of_kidney_5

0.962 
calculus_of_ureter_5

0.940 
urinary_calculus,_un

0.924 
urinary_tract_infect

0.911 
hematuria_5997      

0.910 
retrograde_pyelogram

0.907 
urethral_stricture,_

0.875 
urography,_retrograd

0.870 
transurethral_remova

0.857 
pyelonephritis,_unsp

0.844 
renal_colic_7880    

0.827 
extracorporeal_shock

0.820 
uterovaginal_prolaps

0.820 
lithotripsy,_extraco

0.785 
cystourethroscopy,_w

7/100

-0.8


0.999 
prolonged_posttrauma

0.994 
borderline_personali

0.990 
unspecified_personal

0.985 
multiple_personality

0.979 
social_phobia_30023 

0.975 
other_and_unspecifie

0.968 
other_specified_adju

0.951 
impulse_control_diso

0.867 
manic_disorder,_sing

0.761 
other_dysfunctions_o

0.614 
individual_psychothe

0.613 
individual_psychothe

0.562 
individual_medical_p

0.525 
interactive_psychiat

0.520 
individual_psychothe

45/100

-0.7


0.996 
malignant_neoplasm_o

0.996 
malignant_neoplasm_o

0.996 
malignant_neoplasm_o

0.991 
melanoma_of_skin,_si

0.990 
malignant_neoplasm_o

0.988 
malignant_neoplasm_o

0.986 
malignant_melanoma_o

0.982 
secondary_malignant_

0.981 
malignant_neoplasm_o

0.981 
malignant_neoplasm_o

0.974 
personal_history_of_

0.972 
oxaliplatin_d04811  

0.971 
immunoassay_for_tumo

0.971 
interferon_alfa-2b_d

0.966 
chemotherapy_adminis

86/100

-0.6


0.972 
unspecified_essentia

0.747 
hydrochlorothiazide-

0.671 
lisinopril_d00732   

0.630 
quinapril_d00365    

0.597 
atenolol_d00004     

0.578 
nifedipine_d00051   

0.538 
elevated_blood_press

0.527 
moexipril_d03835    

0.475 
hydrochlorothiazide-

0.416 
lipoma_of_other_skin

0.409 
hydrochlorothiazide_

0.384 
other_disorders_of_l

0.351 
captopril_d03566    

0.336 
impaired_fasting_glu

0.329 
irbesartan_d04222   

12/100

-0.6


0.991 
hepatitis,_unspecifi

0.966 
viral_hepatitis_b_wi

0.952 
viral_hepatitis_b_wi

0.924 
ceruloplasmin_c82390

0.911 
unspecified_viral_he

0.894 
nonspecific_abnormal

0.870 
biopsy_of_liver,_nee

0.846 
nonspecific_elevatio

0.811 
hepatitis_b_surface_

0.749 
hepatitis_c_antibody

0.741 
acute_or_unspecified

0.728 
hepatitis_b_core_ant

0.691 
chronic_hepatitis_c_

0.685 
hepatitis_c_carrier_

0.665 
hepatitis_b_core_ant

60/100

-0.5


0.993 
cystic_fibrosis_with

0.991 
respiratory_flow_vol

0.988 
plethysmography,_tot

0.985 
lung_replaced_by_tra

0.983 
bronchiectasis_witho

0.979 
plethysmography,_tot

0.979 
postinflammatory_pul

0.975 
bronchiectasis_with_

0.973 
carbon_monoxide_diff

0.953 
determination_of_res

0.948 
tobramycin_d00069   

0.941 
unspecified_disease_

0.938 
bronchiectasis_494  

0.927 
pneumonia_due_to_pse

0.918 
manipulation_chest_w

20/100

-0.5


0.995 
leiomyoma_of_uterus,

0.994 
other_and_unspecifie

0.983 
excessive_or_frequen

0.980 
endometriosis,_site_

0.974 
polyp_of_corpus_uter

0.962 
endometrial_sampling

0.959 
intramural_leiomyoma

0.959 
endometrial_cystic_h

0.948 
endometriosis_of_pel

0.939 
other_excision_or_de

0.933 
endometriosis_of_ute

0.929 
submucous_leiomyoma_

0.922 
postmenopausal_bleed

0.916 
ultrasound,_pelvic_(

0.904 
uterine_and_adnexa_p

26/100

-0.4


0.996 
coronary_atheroscler

0.991 
postsurgical_aortoco

0.991 
coronary_atheroscler

0.988 
old_myocardial_infar

0.988 
other_and_unspecifie

0.988 
percutaneous_translu

0.986 
physician_services_f

0.960 
transcatheter_placem

0.959 
physician_services_f

0.949 
isosorbide_mononitra

0.943 
coronary_atheroscler

0.940 
single_vessel_percut

0.940 
acute_myocardial_inf

0.940 
insertion_of_coronar

0.939 
left_heart_catheteri

46/100

-0.0


0.771 
unspecified_otitis_m

0.751 
acute_upper_respirat

0.730 
allergic_rhinitis,_c

0.687 
nonsuppurative_otiti

0.669 
loratadine-pseudoeph

0.658 
unspecified_sinusiti

0.630 
fluticasone_topical_

0.623 
dermatophytosis_of_g

0.586 
culture,_presumptive

0.563 
impacted_cerumen_380

0.556 
acute_bronchitis_466

0.554 
otalgia,_unspecified

0.550 
sprain_of_unspecifie

0.517 
removal_impacted_cer

0.507 
hydrocortisone/neomy

90/100

0.0


0.999 
radiation_treatment_

0.997 
radiation_treatment_

0.995 
radiation_treatment_

0.972 
radiation_treatment_

0.965 
therapeutic_radiolog

0.942 
treatment_devices,_d

0.930 
special_teletherapy_

0.929 
therapeutic_radiolog

0.882 
treatment_devices,_d

0.877 
teletherapy,_isodose

0.837 
special_medical_radi

0.799 
treatment_devices,_d

0.796 
therapeutic_radiolog

0.782 
basic_radiation_dosi

0.767 
therapeutic_radiolog

83/100

0.0


0.900 
need_for_postmenopau

0.858 
screening_for_unspec

0.835 
malaise_and_fatigue_

0.755 
conjugated_estrogens

0.689 
cytopathology,_smear

0.681 
constipation_5640   

0.665 
need_for_prophylacti

0.664 
cytopathology,_slide

0.655 
menopausal_or_female

0.644 
screening_mammograph

0.637 
blood,_occult,_by_pe

0.627 
colorectal_cancer_sc

0.577 
mucous_polyp_of_cerv

0.571 
osteoarthrosis,_unsp

0.511 
other_symptoms_conce

73/100

0.2


0.996 
multiple_myeloma_wit

0.992 
monoclonal_paraprote

0.987 
polycythemia_vera_23

0.985 
beta-2_microglobulin

0.982 
chronic_lymphoid_leu

0.981 
immunofixation_elect

0.980 
unspecified_diseases

0.964 
nephelometry,_each_a

0.964 
neoplasm_of_uncertai

0.956 
protein;_electrophor

0.938 
immunoelectrophoresi

0.921 
primary_thrombocytop

0.902 
hypogammaglobulinemi

0.888 
chronic_myeloid_leuk

0.877 
blood_count;_automat

88/100

0.4


0.890 
volume_depletion_276

0.870 
al_hydroxide/mg_hydr

0.817 
sleep_study,_simulta

0.813 
hyposmolality_and/or

0.765 
gastric_intubation,_

0.723 
septicemia_age_>17_d

0.719 
undefined_code-blank

0.705 
injuries_exc_multipl

0.700 
initial_inpatient_co

0.698 
magnesium_gluconate_

0.664 
urea_nitrogen,_urine

0.651 
hypopotassemia_2768 

0.639 
catheterization,_ure

0.638 
esophagitis,_gastroe

0.625 
intravenous_infusion

49/100

0.4


0.997 
opioid_type_dependen

0.996 
unspecified_drug_dep

0.991 
other,_mixed,_or_uns

0.986 
combinations_of_drug

0.986 
buprenorphine-naloxo

0.982 
opioid_type_dependen

0.980 
cocaine_dependence,_

0.976 
acute_apical_periodo

0.965 
barbiturate_and_simi

0.964 
methadone_d00050    

0.964 
opioid_abuse,_unspec

0.955 
cannabis_dependence,

0.955 
other,_mixed,_or_uns

0.948 
poisoning_by_heroin_

0.935 
cocaine_abuse,_unspe

98/100

0.5


0.999 
obsessive-compulsive

0.997 
agoraphobia_with_pan

0.997 
panic_disorder_30001

0.985 
individual_psychothe

0.954 
generalized_anxiety_

0.893 
individual_psychothe

0.863 
individual_psychothe

0.758 
manic_disorder,_recu

0.735 
phobia,_unspecified_

0.710 
somatization_disorde

0.695 
hysteria,_unspecifie

0.662 
individual_psychothe

0.468 
fluvoxamine_d03804  

0.377 
breath_hydrogen_test

0.207 
unspecified_acute_re

2/100

0.5


0.997 
malignant_neoplasm_o

0.994 
malignant_neoplasm_o

0.988 
malignant_neoplasm_o

0.979 
secondary_malignant_

0.979 
malignant_neoplasm_o

0.971 
immunoassay_for_tumo

0.968 
personal_history_of_

0.962 
malignant_neoplasm_o

0.959 
malignant_neoplasm_o

0.953 
malignant_neoplasm_o

0.943 
personal_history_of_

0.934 
other_removal_of_bot

0.927 
neoplasm_of_uncertai

0.927 
abdominal_or_pelvic_

0.897 
other_lysis_of_perit

22/100

0.6


0.957 
undefined_code-00000

0.865 
magnetic_resonance_a

0.853 
disruption_of_operat

0.838 
preoperative_respira

0.829 
lack_of_expected_nor

0.813 
cisapride_d03166    

0.771 
pleurisy_without_men

0.762 
decubitus_ulcer_7070

0.758 
radiological_examina

0.743 
fibrin(ogen)_degrada

0.741 
other_and_unspecifie

0.739 
other_specified_form

0.707 
injection_of_antibio

0.699 
diverticulitis_of_co

0.696 
creatine_c82540     

70/100

0.9


0.983 
palpitations_7851   

0.962 
undiagnosed_cardiac_

0.871 
ventricular_septal_d

0.860 
unspecified_congenit

0.847 
comprehensive_electr

0.842 
syncope_and_collapse

0.829 
electrocardiographic

0.814 
cardiac_dysrhythmia,

0.811 
electrocardiographic

0.793 
programmed_stimulati

0.790 
telephonic_transmiss

0.789 
electrocardiographic

0.745 
rheumatic_mitral_ins

0.709 
patient_demand_singl

0.696 
paroxysmal_supravent

47/100

1.0


0.925 
lipoprotein,_direct_

0.891 
cholesterol,_serum_o

0.851 
triglycerides_c84478

0.742 
routine_venipuncture

0.226 
administration_of_pn

0.209 
anxiety_states_3000 

0.202 
vanillylmandelic_aci

0.192 
unspecified_cataract

0.108 
myocardial_perfusion

0.103 
neurotic_disorders_3

0.086 
administration_of_in

0.074 
sensorineural_hearin

0.058 
glucose;_quantitativ

0.049 
diverticulosis_of_co

0.047 
selenium_sulfide_top

25/100

1.2


0.994 
other_specified_dise

0.993 
ingrowing_nail_7030 

0.990 
trimming_of_dystroph

0.989 
corns_and_callositie

0.984 
dermatophytosis_of_n

0.981 
hallux_valgus_(acqui

0.980 
other_hammer_toe_(ac

0.980 
bunion_7271         

0.976 
enthesopathy_of_ankl

0.972 
paring_or_cutting_of

0.969 
paring_or_cutting_of

0.965 
dermatophytosis_of_f

0.950 
keratoderma,_acquire

0.950 
plantar_fascial_fibr

0.947 
trimming_of_nondystr

95/100

1.4


0.998 
chemotherapy_encount

0.996 
chemotherapy_adminis

0.993 
chemotherapy_adminis

0.986 
hodgkin's_disease,_u

0.984 
other_malignant_lymp

0.969 
chemotherapy_adminis

0.967 
nodular_lymphoma,_un

0.893 
personal_history_of_

0.882 
chemotherapy_adminis

0.841 
tumor_imaging,_posit

0.823 
rituximab_d04255    

0.786 
personal_history_of_

0.771 
chemotherapy_adminis

0.710 
lvp_solution_d04128 

0.691 
unlisted_miscellaneo

99/100

1.7


0.954 
hemogram,_automated_

0.772 
tietze's_disease_733

0.771 
orphenadrine_d00966 

0.732 
sprain_of_unspecifie

0.713 
carbuncle_and_furunc

0.678 
superficial_injury_o

0.667 
health_examination_o

0.659 
abdominal_pain_7890 

0.628 
unspecified_sleep_di

0.621 
individual_psychothe

0.579 
nervousness_7992    

0.574 
other_specified_exam

0.569 
open_wound_of_hand_e

0.558 
general_medical_exam

0.548 
dressings_and/or_deb

84/100

2.1


0.968 
depressive_disorder,

0.919 
anxiety_state,_unspe

0.881 
fluoxetine_d00236   

0.689 
clonazepam_d00197   

0.685 
duloxetine_d05355   

0.663 
choline_salicylate-m

0.655 
other_anxiety_states

0.577 
nefazodone_d03808   

0.573 
other_acute_reaction

0.540 
drospirenone-ethinyl

0.495 
candidiasis_of_skin_

0.451 
sertraline_d00880   

0.425 
venlafaxine_d03181  

0.369 
initial_comprehensiv

0.318 
psychological_testin