LEGEND_NAME = PC_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = mirtazapine

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

21/100

-11.7


0.087 
routine_general_medi

0.073 
screening_for_malign

0.049 
thyroid_stimulating_

0.042 
office_or_other_outp

0.042 
periodic_comprehensi

0.038 
other_malaise_and_fa

0.038 
urine_pregnancy_test

0.034 
office_or_other_outp

0.033 
blood_count;_complet

0.033 
cytopathology,_cervi

0.032 
cytopathology,_cervi

0.025 
lipid_panel_this_pan

0.022 
other_acne_7061     

0.021 
screening_papanicola

0.016 
routine_gynelogical_

83/100

-10.9


0.129 
routine_general_medi

0.085 
screening_for_malign

0.068 
special_investigatio

0.060 
screening_mammograph

0.059 
other_screening_mamm

0.053 
menopausal_or_female

0.047 
cytopathology,_cervi

0.036 
blood,_occult,_by_pe

0.035 
cytopathology,_smear

0.030 
other_malaise_and_fa

0.027 
cytopathology,_slide

0.025 
rash_and_other_nonsp

0.024 
pain_in_joint,_site_

0.023 
thyroid_stimulating_

0.023 
need_for_prophylacti

62/100

-8.7


0.061 
pregnant_state,_inci

0.057 
blood_count;_complet

0.048 
syphilis_test;_quali

0.041 
ultrasound,_pregnant

0.040 
fetal_non-stress_tes

0.035 
supervision_of_other

0.022 
infectious_agent_ant

0.021 
culture,_bacterial;_

0.020 
gonadotropin,_chorio

0.018 
glucose;_quantitativ

0.017 
mother_with_single_l

0.017 
antibody;_rubella_c8

0.016 
screening_for_malign

0.016 
ultrasound,_pregnant

0.015 
normal_delivery_650 

46/100

-8.6


0.430 
office_or_other_outp

0.067 
acute_upper_respirat

0.049 
allergic_rhinitis,_c

0.045 
acute_pharyngitis_46

0.042 
culture,_presumptive

0.041 
cough_7862          

0.027 
unspecified_sinusiti

0.026 
routine_general_medi

0.024 
acute_bronchitis_466

0.018 
unspecified_otitis_m

0.015 
acute_sinusitis,_uns

0.012 
fever_7806          

0.012 
rash_and_other_nonsp

0.010 
radiologic_examinati

0.009 
otalgia,_unspecified

75/100

-8.6


0.233 
other_psoriasis_and_

0.112 
photochemotherapy;_t

0.097 
regional_enteritis_o

0.059 
ulcerative_colitis,_

0.031 
other_and_unspecifie

0.025 
regional_enteritis_o

0.024 
regional_enteritis_o

0.021 
mesalamine_d01031   

0.019 
psoriatic_arthropath

0.019 
regional_enteritis_o

0.019 
colonoscopy,_flexibl

0.019 
hepatic_function_pan

0.018 
universal_ulcerative

0.016 
abscess_of_anal_and_

0.015 
level_c88305        

50/100

-8.0


0.286 
prothrombin_time_c85

0.158 
thromboplastin_time,

0.062 
other_and_unspecifie

0.037 
warfarin_d00022     

0.035 
fibrinolysins_or_coa

0.029 
other_pulmonary_embo

0.028 
cardiolipin_(phospho

0.023 
clotting_inhibitors_

0.023 
duplex_scan_of_extre

0.022 
clotting_inhibitors_

0.019 
clotting_inhibitors_

0.015 
activated_protein_c_

0.012 
molecular_diagnostic

0.011 
molecular_diagnostic

0.010 
personal_history_of_

94/100

-7.9


0.095 
malignant_neoplasm_o

0.076 
magnetic_resonance_(

0.064 
malignant_neoplasm_o

0.036 
malignant_neoplasm_o

0.029 
malignant_neoplasm_o

0.029 
neoplasm_of_unspecif

0.028 
benign_neoplasm_of_c

0.021 
proton_treatment_del

0.018 
injection_or_infusio

0.016 
chemotherapy_w/o_acu

0.015 
magnetic_resonance_s

0.015 
malignant_neoplasm_o

0.014 
pathology_consultati

0.014 
phenytoin;_total_c80

0.014 
malignant_neoplasm_o

25/100

-7.8


0.201 
office_or_other_outp

0.080 
contact_dermatitis_a

0.064 
other_specified_dise

0.054 
plantar_fascial_fibr

0.038 
ingrowing_nail_7030 

0.037 
office_or_other_outp

0.037 
dermatophytosis_of_n

0.027 
trimming_of_dystroph

0.027 
office_or_other_outp

0.025 
corns_and_callositie

0.025 
office_or_other_outp

0.023 
hallux_valgus_(acqui

0.019 
enthesopathy_of_ankl

0.019 
bunion_7271         

0.017 
dermatophytosis_of_f

23/100

-7.6


0.232 
obesity,_unspecified

0.051 
morbid_obesity_27801

0.044 
other_and_unspecifie

0.034 
office_or_other_outp

0.032 
calcifediol_(25-oh_v

0.032 
hemoglobin;_glycated

0.025 
medical_nutrition_th

0.022 
abnormal_weight_gain

0.020 
parathormone_(parath

0.016 
bilirubin;_direct_c8

0.016 
c-reactive_protein;_

0.014 
edema_7823          

0.014 
thyroid_stimulating_

0.014 
lipid_panel_this_pan

0.014 
office_consultation_

81/100

-7.5


0.045 
routine_infant_or_ch

0.045 
office_or_other_outp

0.037 
need_for_prophylacti

0.036 
immunization_adminis

0.036 
office_or_other_outp

0.036 
encounter_for_survei

0.035 
acute_pharyngitis_46

0.030 
noninvasive_ear_or_p

0.029 
periodic_comprehensi

0.023 
need_for_prophylacti

0.022 
immunization_adminis

0.022 
culture,_presumptive

0.021 
human_papilloma_viru

0.021 
other_viral_diseases

0.020 
other_acne_7061     

85/100

-7.1


0.050 
acetaminophen-oxycod

0.047 
postoperative_follow

0.045 
preoperative_cardiov

0.042 
preoperative_examina

0.041 
blood_count;_complet

0.037 
other_specified_preo

0.034 
level_iii_-_surgical

0.033 
electrolyte_panel_th

0.032 
electrocardiogram,_r

0.027 
electrocardiogram,_r

0.027 
documentation_that_p

0.026 
thromboplastin_time,

0.026 
prothrombin_time_c85

0.022 
office_consultation_

0.022 
calculus_of_gallblad

47/100

-6.8


0.486 
routine_venipuncture

0.150 
cholesterol,_serum_o

0.132 
lipoprotein,_direct_

0.094 
triglycerides_c84478

0.034 
office_or_other_outp

0.025 
blood_count;_complet

0.021 
glucose;_quantitativ

0.012 
office_or_other_outp

0.006 
electrocardiogram,_r

0.005 
administration_of_in

0.004 
thyroid_stimulating_

0.003 
urinalysis,_by_dip_s

0.003 
need_for_prophylacti

0.002 
unspecified_essentia

0.001 
osteoarthrosis,_unsp

20/100

-6.7


0.113 
ultrasound,_pelvic_(

0.096 
ultrasound,_transvag

0.074 
other_and_unspecifie

0.061 
leiomyoma_of_uterus,

0.059 
irregular_menstrual_

0.050 
excessive_or_frequen

0.046 
level_c88305        

0.043 
unspecified_symptom_

0.030 
office_or_other_outp

0.029 
other_disorders_of_m

0.026 
postmenopausal_bleed

0.018 
endometrial_sampling

0.017 
screening_for_malign

0.016 
polyp_of_corpus_uter

0.013 
blood_count;_complet

39/100

-6.6


0.116 
level_c88305        

0.091 
cytopathology,_cervi

0.083 
nonspecific_abnormal

0.079 
dysplasia_of_cervix_

0.075 
other_specified_pers

0.071 
cytopathology,_cervi

0.038 
special_investigatio

0.030 
nonspecific_abnormal

0.029 
colposcopy_of_the_ce

0.028 
screening_cytopathol

0.024 
office_or_other_outp

0.024 
carcinoma_in_situ_of

0.022 
atypical_squamous_ce

0.022 
cytopathology,_cervi

0.014 
dysplasia_of_cervix,

5/100

-6.6


0.111 
pain_in_joint_involv

0.072 
pain_in_limb_7295   

0.066 
radiologic_examinati

0.060 
radiologic_examinati

0.039 
unspecified_site_of_

0.035 
swelling_of_limb_729

0.025 
emergency_department

0.025 
other_and_unspecifie

0.024 
radiologic_examinati

0.021 
unspecified_fall_e88

0.017 
unspecified_fracture

0.016 
osteoarthrosis,_unsp

0.015 
fracture_of_lateral_

0.014 
fracture_of_metatars

0.012 
radiologic_examinati

98/100

-6.4


0.220 
obsessive-compulsive

0.200 
generalized_anxiety_

0.185 
panic_disorder_30001

0.176 
individual_psychothe

0.071 
agoraphobia_with_pan

0.052 
individual_psychothe

0.021 
pharmacologic_manage

0.016 
psychiatric_diagnost

0.009 
phobia,_unspecified_

0.004 
manic_disorder,_recu

0.003 
unspecified_acute_re

0.003 
somatization_disorde

0.003 
individual_psychothe

0.002 
individual_psychothe

0.002 
breath_hydrogen_test

91/100

-6.2


0.422 
malignant_neoplasm_o

0.070 
personal_history_of_

0.038 
secondary_malignant_

0.023 
carcinoembryonic_ant

0.022 
malignant_neoplasm_o

0.022 
immunoassay_for_tumo

0.014 
cyclophosphamide_d00

0.013 
office_or_other_outp

0.012 
secondary_and_unspec

0.012 
malignant_neoplasm_o

0.011 
immunocytochemistry_

0.011 
office_consultation_

0.010 
secondary_malignant_

0.009 
acquired_absence_of_

0.009 
trastuzumab_d04357  

79/100

-6.2


0.221 
culture,_bacterial;_

0.123 
infectious_agent_det

0.119 
infectious_agent_det

0.096 
vaginitis_and_vulvov

0.091 
smear,_primary_sourc

0.043 
urinalysis,_by_dip_s

0.021 
special_investigatio

0.016 
smear,_primary_sourc

0.015 
culture,_bacterial;_

0.014 
antibody;_hiv-1_and_

0.012 
cytopathology,_cervi

0.012 
urine_pregnancy_test

0.011 
office_or_other_outp

0.011 
office_or_other_outp

0.009 
syphilis_test;_quali

76/100

-6.2


0.079 
azithromycin_d00091 

0.055 
ibuprofen_d00015    

0.049 
office_or_other_outp

0.045 
acetaminophen-hydroc

0.033 
codeine-guaifenesin_

0.028 
acetaminophen-oxycod

0.028 
trazodone_d00395    

0.027 
diazepam_d00148     

0.025 
amoxicillin-clavulan

0.024 
albuterol_d00749    

0.023 
fluticasone-salmeter

0.023 
emergency_department

0.022 
cyclobenzaprine_d009

0.021 
zolpidem_d00910     

0.020 
sulfamethoxazole-tri

93/100

-6.1


0.047 
supervision_of_other

0.044 
blood_count;_complet

0.034 
other_advanced_mater

0.031 
culture,_bacterial;_

0.029 
infectious_agent_ant

0.027 
supervision_of_norma

0.022 
fetal_biophysical_pr

0.021 
normal_delivery_650 

0.021 
mother_with_single_l

0.021 
fetal_non-stress_tes

0.020 
culture,_bacterial;_

0.020 
ultrasound,_pregnant

0.017 
ultrasound,_pregnant

0.017 
ultrasound,_pregnant

0.015 
repair_of_other_curr

56/100

-6.1


0.305 
thyroid_stimulating_

0.229 
unspecified_hypothyr

0.107 
levothyroxine_d00278

0.089 
thyroxine;_total_c84

0.058 
triiodothyronine_t3;

0.055 
thyroxine;_free_c844

0.044 
thyroid_hormone_(t3_

0.029 
thyrotoxicosis_witho

0.015 
toxic_diffuse_goiter

0.013 
microsomal_antibodie

0.003 
thyroiditis,_unspeci

0.003 
routine_venipuncture

0.002 
temporomandibular_jo

0.002 
unspecified_disorder

0.002 
thyroid_imaging,_wit

16/100

-5.8


0.176 
gonadotropin,_chorio

0.102 
gonadotropin;_follic

0.079 
irregular_menstrual_

0.068 
absence_of_menstruat

0.061 
unlisted_chemistry_p

0.058 
thyroid_stimulating_

0.058 
gonadotropin;_lutein

0.054 
prolactin_c84146    

0.045 
polycystic_ovaries_2

0.034 
blood_count;_complet

0.026 
office_or_other_outp

0.020 
office_consultation_

0.017 
other_acne_7061     

0.014 
testosterone;_total_

0.013 
estradiol_c82670    

96/100

-5.7


0.219 
pain_in_joint_involv

0.072 
osteoarthrosis,_unsp

0.066 
osteoarthrosis,_unsp

0.039 
radiologic_examinati

0.035 
radiologic_examinati

0.030 
radiologic_examinati

0.030 
unspecified_internal

0.026 
magnetic_resonance_(

0.024 
effusion_of_lower_le

0.023 
chondromalacia_of_pa

0.021 
office_or_other_outp

0.018 
other_and_unspecifie

0.017 
pain_in_limb_7295   

0.016 
knee_joint_replaced_

0.014 
osteoarthrosis,_loca

28/100

-5.6


0.172 
lump_or_mass_in_brea

0.068 
diffuse_cystic_masto

0.068 
ultrasound,_breast(s

0.055 
mammography;_bilater

0.038 
mammography;_unilate

0.033 
diagnostic_mammograp

0.032 
abnormal_mammogram,_

0.030 
carcinoma_in_situ_of

0.026 
mammographic_microca

0.025 
diagnostic_mammograp

0.025 
computer-aided_detec

0.024 
mastodynia_61171    

0.023 
other_signs_and_symp

0.017 
other_specified_diso

0.017 
solitary_cyst_of_bre

65/100

-5.6


0.060 
encounter_for_unspec

0.056 
infectious_agent_det

0.051 
infectious_agent_det

0.042 
office_or_other_outp

0.037 
pregnant_state,_inci

0.034 
unspecified_symptom_

0.033 
cytopathology,_cervi

0.029 
routine_gynelogical_

0.025 
culture,_bacterial;_

0.022 
screening_for_malign

0.021 
infectious_agent_ant

0.021 
abdominal_pain,_gene

0.018 
antibody;_hiv-1_and_

0.017 
office_or_other_outp

0.016 
nonspecific_reaction

11/100

-5.5


0.175 
infertility,_female,

0.082 
estradiol_c82670    

0.050 
gonadotropin,_chorio

0.047 
ultrasound,_transvag

0.035 
infertility,_female,

0.035 
handling_and/or_conv

0.031 
gonadotropin;_follic

0.025 
twin_pregnancy,_ante

0.023 
prolactin_c84146    

0.023 
ultrasound,_pelvic_(

0.023 
supervision_of_high-

0.022 
gonadotropin;_lutein

0.020 
ultrasound,_pregnant

0.020 
infectious_agent_ant

0.014 
syphilis_test;_quali

2/100

-5.5


0.131 
computed_tomography,

0.117 
computed_tomography,

0.075 
malignant_neoplasm_o

0.038 
immunoassay_for_tumo

0.037 
malignant_neoplasm_o

0.029 
office_consultation_

0.022 
malignant_neoplasm_o

0.020 
immunoassay_for_tumo

0.015 
abdominal_or_pelvic_

0.014 
computed_tomography,

0.013 
blood_count;_complet

0.011 
ketorolac_d00273    

0.011 
level_vi_-_surgical_

0.011 
prothrombin_time_c85

0.011 
level_c88305        

74/100

-5.4


0.246 
unspecified_chest_pa

0.071 
electrocardiogram,_r

0.051 
electrocardiogram,_r

0.048 
cardiovascular_stres

0.042 
cardiovascular_stres

0.041 
cardiovascular_stres

0.039 
other_chest_pain_786

0.038 
other_dyspnea_and_re

0.034 
radiologic_examinati

0.031 
creatine_kinase_(ck)

0.031 
shortness_of_breath_

0.027 
myocardial_perfusion

0.024 
troponin,_qualitativ

0.023 
troponin,_quantitati

0.022 
myocardial_perfusion

19/100

-5.4


0.264 
asthma,_unspecified_

0.082 
albuterol_d00749    

0.082 
allergic_rhinitis_du

0.061 
allergic_rhinitis_du

0.045 
extrinsic_asthma_wit

0.040 
professional_service

0.027 
asthma,_unspecified_

0.025 
intrinsic_asthma_wit

0.023 
fluticasone_d01296  

0.019 
professional_service

0.019 
montelukast_d04289  

0.016 
spirometry,_includin

0.014 
chronic_rhinitis_472

0.013 
fluticasone_d04283  

0.012 
pressurized_or_nonpr

86/100

-5.2


0.670 
unspecified_essentia

0.071 
lisinopril_d00732   

0.048 
basic_metabolic_pane

0.042 
atenolol_d00004     

0.026 
obesity,_unspecified

0.021 
hydrochlorothiazide_

0.017 
elevated_blood_press

0.010 
hydrochlorothiazide-

0.010 
electrocardiogram,_r

0.007 
nifedipine_d00051   

0.005 
office_or_other_outp

0.004 
office_or_other_outp

0.003 
electrocardiogram,_r

0.003 
hydrochlorothiazide-

0.003 
office_or_other_outp

22/100

-4.8


0.056 
phosphorus_inorganic

0.048 
carbon_dioxide_(bica

0.047 
chloride;_blood_c824

0.047 
electrocardiogram,_r

0.038 
calcium;_total_c8231

0.038 
urinalysis,_by_dip_s

0.033 
radiologic_examinati

0.032 
creatine_c82540     

0.026 
urinalysis;_microsco

0.025 
thromboplastin_time,

0.024 
culture,_bacterial;_

0.023 
preoperative_cardiov

0.022 
bilirubin;_total_and

0.022 
sedimentation_rate,_

0.021 
other_diseases_of_lu

32/100

-4.7


0.167 
urea_nitrogen;_quant

0.154 
potassium;_serum_c84

0.149 
creatinine;_blood_c8

0.121 
glucose;_quantitativ

0.117 
sodium;_serum_c84295

0.099 
chloride;_blood_c824

0.096 
carbon_dioxide_(bica

0.065 
blood_count;_complet

0.006 
calcium;_total_c8231

0.005 
blood_count;_blood_s

0.004 
magnesium_c83735    

0.002 
routine_venipuncture

0.001 
phosphorus_inorganic

0.001 
thromboplastin_time,

0.001 
droperidol_d00219   

36/100

-4.6


0.388 
type_ii_diabetes_mel

0.186 
hemoglobin;_glycated

0.090 
diabetes_mellitus_ty

0.054 
metformin_d03807    

0.049 
albumin;_urine,_micr

0.041 
creatinine;_other_so

0.022 
office_or_other_outp

0.020 
glucose,_blood_by_gl

0.017 
glucose;_blood,_reag

0.013 
glipizide_d00246    

0.011 
glyburide_d00248    

0.008 
obesity,_unspecified

0.008 
need_for_prophylacti

0.004 
basic_metabolic_pane

0.003 
glucose;_quantitativ

70/100

-4.6


0.127 
palpitations_7851   

0.092 
office_or_other_outp

0.090 
dizziness_and_giddin

0.066 
mitral_valve_disorde

0.063 
echocardiography,_tr

0.062 
doppler_echocardiogr

0.062 
doppler_echocardiogr

0.059 
syncope_and_collapse

0.059 
cardiac_dysrhythmia,

0.029 
undiagnosed_cardiac_

0.027 
electrocardiogram,_r

0.020 
diseases_of_tricuspi

0.019 
electrocardiographic

0.019 
electrocardiographic

0.018 
electrocardiogram,_r

0/100

-4.6


0.071 
multiple_sclerosis_3

0.056 
testosterone;_total_

0.039 
cortisol;_total_c825

0.038 
prolactin_c84146    

0.032 
benign_neoplasm_of_p

0.027 
thyroid_stimulating_

0.026 
magnetic_resonance_(

0.025 
office_or_other_outp

0.025 
unspecified_organic_

0.023 
impotence_of_organic

0.020 
unspecified_disorder

0.019 
office_consultation_

0.019 
other_and_unspecifie

0.019 
testosterone;_free_c

0.018 
other_testicular_hyp

37/100

-4.5


0.168 
headache_7840       

0.086 
office_or_other_outp

0.071 
office_or_other_outp

0.064 
migraine,_unspecifie

0.042 
office_or_other_outp

0.042 
mylagia_and_myositis

0.034 
thyroid_stimulating_

0.021 
office_consultation_

0.018 
bupropion_d00181    

0.017 
abdominal_pain,_unsp

0.017 
computed_tomography,

0.017 
acute_sinusitis,_uns

0.016 
ibuprofen_d00015    

0.015 
dizziness_and_giddin

0.014 
naproxen_d00019     

10/100

-4.5


0.121 
sedimentation_rate,_

0.065 
antinuclear_antibodi

0.055 
blood_count;_complet

0.041 
rheumatoid_factor;_q

0.036 
comprehensive_metabo

0.034 
fluorescent_noninfec

0.034 
antinuclear_antibodi

0.029 
urinalysis,_by_dip_s

0.029 
c-reactive_protein_c

0.028 
office_or_other_outp

0.023 
unspecified_disorder

0.023 
autoimmune_disease,_

0.022 
deoxyribonucleic_aci

0.022 
systemic_lupus_eryth

0.021 
extractable_nuclear_

69/100

-4.4


0.052 
destruction_(eg,_las

0.052 
benign_neoplasm_of_s

0.048 
other_seborrheic_ker

0.046 
level_c88305        

0.045 
actinic_keratosis_70

0.041 
benign_neoplasm_of_s

0.036 
other_dyschromia_709

0.035 
office_or_other_outp

0.032 
destruction_(eg,_las

0.030 
contact_dermatitis_a

0.029 
biopsy_of_skin,_subc

0.024 
other_chronic_dermat

0.023 
rosacea_6953        

0.022 
office_or_other_outp

0.022 
personal_history_of_

73/100

-4.3


0.111 
nephelometry,_each_a

0.084 
immunoelectrophoresi

0.067 
enlargement_of_lymph

0.054 
multiple_myeloma_wit

0.053 
monoclonal_paraprote

0.052 
immunofixation_elect

0.041 
unspecified_diseases

0.039 
chronic_lymphoid_leu

0.036 
unspecified_disorder

0.024 
lactate_dehydrogenas

0.023 
immunoelectrophoresi

0.020 
gammaglobulin;_iga,_

0.019 
special_stains_(list

0.017 
level_c88305        

0.016 
polycythemia_vera_23

33/100

-4.2


0.257 
transferase;_asparta

0.180 
transferase;_alanine

0.140 
phosphatase,_alkalin

0.110 
blood_count;_complet

0.064 
blood_count;_blood_s

0.063 
bilirubin;_total_and

0.051 
albumin;_serum_c8204

0.033 
lactate_dehydrogenas

0.013 
blood_count;_hematoc

0.012 
uric_acid;_blood_c84

0.011 
bilirubin;_total_or_

0.011 
routine_venipuncture

0.010 
creatine_kinase_(ck)

0.004 
unlisted_chemistry_p

0.003 
laboratory_examinati

31/100

-4.2


0.137 
pain_in_joint_involv

0.095 
pain_in_joint_involv

0.064 
disorders_of_bursae_

0.057 
radiologic_examinati

0.051 
radiologic_examinati

0.033 
radiologic_examinati

0.032 
osteoarthrosis,_unsp

0.025 
rotator_cuff_(capsul

0.025 
hip_joint_replaced_b

0.021 
adhesive_capsulitis_

0.020 
pain_in_limb_7295   

0.020 
other_affections_of_

0.018 
complete_rupture_of_

0.017 
osteoarthrosis,_unsp

0.017 
office_or_other_outp

66/100

-4.2


0.169 
pain_in_limb_7295   

0.055 
unspecified_idiopath

0.048 
office_or_other_outp

0.047 
disturbance_of_skin_

0.032 
nerve_conduction,_am

0.030 
mononeuritis_of_unsp

0.029 
cyanocobalamin_(vita

0.024 
nerve_conduction,_am

0.018 
arteritis,_unspecifi

0.015 
immunofluorescent_st

0.014 
office_consultation_

0.014 
nerve_conduction,_am

0.014 
muscle_weakness_7288

0.013 
needle_electromyogra

0.012 
magnetic_resonance_(

67/100

-4.1


0.317 
analysis_of_clinical

0.213 
prothrombin_time_c85

0.127 
hemorrhagic_disorder

0.080 
unspecified_psychosi

0.069 
routine_venipuncture

0.067 
acute,_but_ill-defin

0.039 
embolism_and_thrombo

0.019 
encounter_for_long-t

0.017 
embolism_and_thrombo

0.004 
aortic_valve_disorde

0.003 
embolism_and_thrombo

0.002 
need_for_prophylacti

0.002 
phlebitis_and_thromb

0.002 
unspecified_organic_

0.002 
cognitive_deficits_a

26/100

-4.0


0.177 
coronary_atheroscler

0.118 
coronary_atheroscler

0.037 
postsurgical_aortoco

0.032 
old_myocardial_infar

0.028 
aspirin_d00170      

0.026 
other_and_unspecifie

0.026 
creatine_kinase_(ck)

0.021 
nitroglycerin_d00321

0.019 
electrocardiogram,_r

0.018 
chronic_ischemic_hea

0.018 
percutaneous_translu

0.016 
acute_myocardial_inf

0.016 
clopidogrel_d04258  

0.016 
pure_hypercholestero

0.015 
physician_services_f

4/100

-3.9


0.097 
type_i_diabetes_mell

0.093 
type_ii_diabetes_mel

0.070 
hemoglobin;_glycated

0.059 
type_i_diabetes_mell

0.050 
office_or_other_outp

0.043 
insulin_d00262      

0.034 
insulin_glargine_d04

0.033 
office_or_other_outp

0.033 
polyneuropathy_in_di

0.026 
background_diabetic_

0.024 
creatinine;_other_so

0.021 
diabetes_mellitus_ty

0.020 
albumin;_urine,_micr

0.018 
aspirin_d00170      

0.016 
type_ii_diabetes_mel

6/100

-3.8


0.331 
office_or_other_outp

0.087 
unspecified_problems

0.054 
non-covered_item_or_

0.042 
comprehensive_metabo

0.033 
routine_venipuncture

0.031 
blood_count;_blood_s

0.028 
administration_of_in

0.027 
hepatic_function_pan

0.023 
constipation,_unspec

0.020 
urinalysis,_by_dip_s

0.016 
blood_count;_complet

0.016 
urea_nitrogen;_quant

0.015 
esomeprazole_d04749 

0.015 
ranitidine_d00021   

0.015 
office_or_other_outp

78/100

-3.8


0.145 
bipolar_affective_di

0.106 
bipolar_affective_di

0.094 
pharmacologic_manage

0.087 
bipolar_affective_di

0.087 
bipolar_affective_di

0.049 
lithium_c80178      

0.044 
dipropylacetic_acid_

0.036 
manic-depressive_psy

0.021 
lithium_d00061      

0.020 
thyroid_stimulating_

0.017 
divalproex_sodium_d0

0.017 
other_manic-depressi

0.016 
carbamazepine;_total

0.015 
aripiprazole_d04825 

0.014 
olanzapine_d04050   

97/100

-3.7


0.118 
need_for_prophylacti

0.103 
hepatitis_b_vaccine,

0.061 
hepatitis_a_vaccine,

0.040 
other_specified_coun

0.038 
lipid_panel_this_pan

0.027 
other_general_medica

0.024 
antibody;_rubeola_c8

0.024 
antibody;_rubella_c8

0.023 
tetanus,_diphtheria_

0.022 
abnormal_weight_gain

0.021 
poliovirus_vaccine,_

0.018 
rubella_virus_vaccin

0.017 
need_for_prophylacti

0.016 
administration_of_he

0.014 
need_for_prophylacti

59/100

-3.5


0.326 
therapeutic_procedur

0.188 
manual_therapy_techn

0.078 
physical_therapy_eva

0.059 
application_of_a_mod

0.052 
self-care/home_manag

0.039 
therapeutic_procedur

0.031 
neck_sprain_8470    

0.028 
therapeutic_activiti

0.024 
physical_therapy_re-

0.013 
application_of_a_mod

0.013 
lumbar_sprain_8472  

0.013 
other_affections_of_

0.012 
physical_therapy_eva

0.011 
enthesopathy_of_hip_

0.010 
unspecified_musculos

7/100

-3.4


0.342 
prolonged_posttrauma

0.223 
other_and_unspecifie

0.089 
borderline_personali

0.082 
individual_psychothe

0.062 
social_phobia_30023 

0.041 
unspecified_personal

0.030 
impulse_control_diso

0.015 
multiple_personality

0.011 
individual_psychothe

0.010 
psychiatric_diagnost

0.010 
other_specified_adju

0.008 
manic_disorder,_sing

0.008 
individual_psychothe

0.006 
individual_medical_p

0.005 
other_dysfunctions_o

52/100

-3.4


0.088 
nontoxic_uninodular_

0.082 
malignant_neoplasm_o

0.066 
ultrasound,_soft_tis

0.058 
nontoxic_multinodula

0.047 
goiter,_unspecified_

0.040 
cytopathology,_evalu

0.033 
3d_rendering_with_in

0.028 
parathormone_(parath

0.028 
unspecified_disorder

0.025 
thyroglobulin_antibo

0.024 
coronal,_sagittal,_m

0.023 
ultrasonic_guidance_

0.023 
hyperparathyroidism,

0.023 
thyroglobulin_c84432

0.022 
hypercalcemia_27542 

15/100

-3.3


0.081 
carpal_tunnel_syndro

0.057 
radiologic_examinati

0.049 
pain_in_joint_involv

0.040 
radiologic_examinati

0.040 
pain_in_joint_involv

0.030 
lateral_epicondyliti

0.029 
radiologic_examinati

0.019 
radiologic_examinati

0.018 
pain_in_limb_7295   

0.018 
osteoarthrosis,_unsp

0.018 
other_closed_fractur

0.016 
application_of_a_mod

0.015 
orthotic(s)_manageme

0.015 
other_tenosynovitis_

0.013 
trigger_finger_(acqu

44/100

-3.2


0.184 
culture,_bacterial;_

0.157 
urinary_tract_infect

0.098 
susceptibility_studi

0.084 
urinalysis,_by_dip_s

0.056 
urinalysis,_by_dip_s

0.039 
urinalysis,_by_dip_s

0.036 
hematuria_5997      

0.036 
calculus_of_kidney_5

0.025 
dysuria_7881        

0.016 
computed_tomography,

0.015 
computed_tomography,

0.014 
urinary_incontinence

0.009 
urinalysis;_microsco

0.009 
radiologic_examinati

0.008 
urinary_frequency_78

53/100

-3.2


0.308 
adjustment_reaction_

0.161 
psychiatric_diagnost

0.128 
major_depressive_dis

0.067 
adjustment_reaction_

0.066 
family_psychotherapy

0.053 
unspecified_adjustme

0.032 
individual_psychothe

0.025 
adjustment_reaction_

0.024 
anxiety_state,_unspe

0.020 
individual_psychothe

0.016 
hypochondriasis_3007

0.011 
office_or_other_outp

0.009 
adjustment_reaction_

0.008 
unspecified_acute_re

0.008 
major_depressive_dis

30/100

-3.2


0.210 
group_psychotherapy_

0.074 
psychiatric_diagnost

0.072 
schizo-affective_typ

0.053 
office_or_other_outp

0.051 
major_depressive_dis

0.031 
paranoid_type_schizo

0.030 
electroconvulsive_th

0.027 
citalopram_d04332   

0.023 
anesthesia_for_elect

0.023 
major_depressive_dis

0.021 
individual_psychothe

0.020 
major_depressive_dis

0.018 
major_depressive_dis

0.016 
syphilis_test;_quali

0.016 
blood_count;_complet

87/100

-3.1


0.152 
congestive_heart_fai

0.066 
furosemide_d00070   

0.051 
other_primary_cardio

0.051 
cardiomegaly_4293   

0.038 
doppler_echocardiogr

0.038 
doppler_echocardiogr

0.033 
echocardiography,_tr

0.028 
mitral_valve_disorde

0.023 
paroxysmal_ventricul

0.017 
natriuretic_peptide_

0.015 
secondary_cardiomyop

0.015 
shortness_of_breath_

0.013 
heart_failure,_unspe

0.012 
aspirin_d00170      

0.012 
automatic_implantabl

13/100

-3.0


0.425 
other_and_unspecifie

0.174 
lipid_panel_this_pan

0.096 
pure_hypercholestero

0.039 
comprehensive_metabo

0.038 
atorvastatin_d04105 

0.035 
creatine_kinase_(ck)

0.023 
hepatic_function_pan

0.020 
transferase;_asparta

0.017 
thyroid_stimulating_

0.014 
office_or_other_outp

0.010 
glucose;_quantitativ

0.008 
transferase;_alanine

0.007 
triglycerides_c84478

0.007 
administration_of_in

0.005 
basic_metabolic_pane

99/100

-3.0


0.317 
office_or_other_outp

0.196 
office_or_other_outp

0.112 
backache,_unspecifie

0.046 
hemogram,_automated_

0.035 
glucose;_quantitativ

0.025 
unspecified_sleep_di

0.025 
urinalysis;_microsco

0.018 
abdominal_pain,_gene

0.015 
urinalysis,_by_dip_s

0.013 
creatine_c82540     

0.012 
nervousness_7992    

0.011 
office_or_other_outp

0.011 
sedimentation_rate,_

0.009 
contact_dermatitis_a

0.007 
pain_in_joint_involv

48/100

-3.0


0.063 
complications_of_tra

0.061 
encounter_for_long-t

0.060 
chronic_renal_failur

0.060 
cyclosporine_c80158 

0.053 
tacrolimus_c80197   

0.049 
culture,_bacterial;_

0.048 
kidney_replaced_by_t

0.048 
blood_count;_blood_s

0.035 
blood_count;_complet

0.033 
prednisone_d00350   

0.030 
phosphorus_inorganic

0.025 
heart_replaced_by_tr

0.020 
uric_acid;_blood_c84

0.015 
antibody;_varicella-

0.013 
special_stains_(list

61/100

-2.8


0.777 
individual_psychothe

0.099 
neurotic_depression_

0.024 
eating_disorder,_uns

0.019 
bulimia_30751       

0.015 
individual_psychothe

0.014 
anorexia_nervosa_307

0.014 
adjustment_reaction_

0.009 
generalized_anxiety_

0.006 
individual_psychothe

0.003 
individual_medical_p

0.002 
psychiatric_diagnost

0.001 
other_isolated_or_si

0.001 
individual_psychothe

0.001 
individual_psychothe

0.001 
anorexia_7830       

24/100

-2.7


0.075 
subsequent_hospital_

0.071 
lactate_dehydrogenas

0.048 
magnesium_c83735    

0.036 
bilirubin;_direct_c8

0.029 
acute_myeloid_leukem

0.028 
blood_count;_blood_s

0.019 
hepatic_function_pan

0.018 
blood_count;_complet

0.017 
comprehensive_metabo

0.016 
uric_acid;_blood_c84

0.016 
phosphorus_inorganic

0.016 
office_or_other_outp

0.016 
intravenous_infusion

0.016 
complications_of_bon

0.015 
basic_metabolic_pane

95/100

-2.6


0.115 
blood_count;_complet

0.108 
other_malignant_lymp

0.086 
chemotherapy_encount

0.073 
lactate_dehydrogenas

0.065 
lvp_solution_d04128 

0.056 
chemotherapy_adminis

0.028 
chemotherapy_adminis

0.025 
routine_venipuncture

0.025 
dexamethasone_d00206

0.020 
office_or_other_outp

0.019 
comprehensive_metabo

0.019 
blood_count;_blood_s

0.019 
hodgkin's_disease,_u

0.016 
ondansetron_d00867  

0.013 
diphenhydramine_d002

63/100

-2.6


0.062 
renal_function_panel

0.059 
renal_failure,_unspe

0.050 
chronic_renal_failur

0.040 
creatinine;_other_so

0.035 
blood_count;_complet

0.027 
hemodialysis_procedu

0.027 
acute_renal_failure,

0.027 
parathormone_(parath

0.027 
end_stage_renal_dise

0.024 
chronic_kidney_disea

0.022 
unspecified_disorder

0.018 
protein,_total,_exce

0.016 
protein;_total,_exce

0.015 
urinalysis,_by_dip_s

0.015 
proteinuria_7910    

82/100

-2.5


0.079 
influenza_virus_vacc

0.078 
immunization_adminis

0.056 
blood_count;_complet

0.044 
collection_of_venous

0.042 
office_or_other_outp

0.033 
omeprazole_d00325   

0.033 
need_for_prophylacti

0.026 
office_or_other_outp

0.024 
other_specified_coun

0.023 
basic_metabolic_pane

0.021 
routine_general_medi

0.017 
radiologic_examinati

0.016 
cough_7862          

0.016 
calcifediol_(25-oh_v

0.015 
electrocardiogram,_r

9/100

-2.5


0.585 
collection_of_venous

0.077 
basic_metabolic_pane

0.042 
handling_and/or_conv

0.036 
at_least_one_prescri

0.032 
blood_count;_complet

0.029 
periodic_comprehensi

0.014 
other_malaise_and_fa

0.014 
comprehensive_metabo

0.013 
hepatic_function_pan

0.012 
office_or_other_outp

0.011 
routine_general_medi

0.011 
lipid_panel_this_pan

0.010 
thyroid_stimulating_

0.009 
calcifediol_(25-oh_v

0.006 
hemorrhage_of_rectum

90/100

-2.3


0.216 
radiation_treatment_

0.205 
radiotherapy_encount

0.092 
continuing_medical_p

0.086 
radiation_treatment_

0.072 
radiation_treatment_

0.054 
therapeutic_radiolog

0.043 
radiation_treatment_

0.036 
treatment_devices,_d

0.034 
basic_radiation_dosi

0.017 
therapeutic_radiolog

0.016 
therapeutic_radiolog

0.016 
therapeutic_radiolog

0.013 
therapeutic_radiolog

0.010 
observation_for_othe

0.009 
teletherapy,_isodose

80/100

-2.2


0.153 
esophageal_reflux_53

0.128 
abdominal_pain,_unsp

0.051 
diarrhea_78791      

0.035 
abdominal_pain,_gene

0.035 
amylase_c82150      

0.026 
abdominal_pain,_epig

0.024 
lipase_c83690       

0.023 
unspecified_gastriti

0.023 
nausea_with_vomiting

0.019 
ultrasound,_abdomina

0.018 
culture,_bacterial;_

0.017 
abdominal_pain,_righ

0.016 
dyspepsia_and_other_

0.015 
omeprazole_d00325   

0.015 
computed_tomography,

29/100

-2.2


0.136 
lumbago_7242        

0.095 
backache,_unspecifie

0.050 
displacement_of_lumb

0.043 
degeneration_of_lumb

0.039 
lumbosacral_spondylo

0.031 
sciatia_7243        

0.030 
radiologic_examinati

0.026 
thoracic_or_lumbosac

0.025 
acetaminophen-oxycod

0.024 
spinal_stenosis_of_l

0.024 
magnetic_resonance_(

0.023 
office_or_other_outp

0.023 
office_or_other_outp

0.017 
mylagia_and_myositis

0.014 
cyclobenzaprine_d009

1/100

-2.1


0.093 
emergency_department

0.072 
emergency_department

0.066 
magnesium_c83735    

0.061 
phosphorus_inorganic

0.058 
hepatic_function_pan

0.055 
blood_count;_complet

0.053 
emergency_department

0.046 
lipase_c83690       

0.037 
amylase_c82150      

0.036 
urinalysis,_by_dip_s

0.034 
basic_metabolic_pane

0.027 
drug_screen,_qualita

0.026 
calcium;_total_c8231

0.025 
alcohol_abuse,_unspe

0.019 
electrolyte_panel_th

60/100

-2.1


0.068 
other_dyspnea_and_re

0.053 
radiologic_examinati

0.050 
respiratory_flow_vol

0.047 
culture,_bacterial;_

0.040 
plethysmography,_tot

0.036 
carbon_monoxide_diff

0.035 
bronchospasm_evaluat

0.033 
susceptibility_studi

0.031 
shortness_of_breath_

0.029 
cystic_fibrosis_with

0.027 
plethysmography,_tot

0.025 
smear,_primary_sourc

0.023 
smear,_primary_sourc

0.021 
lung_replaced_by_tra

0.019 
culture,_fungi_(mold

14/100

-2.0


0.295 
unspecified_affectiv

0.112 
attention_deficit_di

0.083 
attention_deficit_di

0.050 
psychotherapy,_45_mi

0.045 
methylphenidate_d009

0.041 
amphetamine-dextroam

0.027 
lansoprazole_d00149 

0.023 
risperidone_d03180  

0.014 
oppositional_disorde

0.013 
clonidine_d00044    

0.012 
pharmacologic_manage

0.011 
office_or_other_outp

0.011 
other_specified_earl

0.010 
neuropsychological_t

0.009 
major_depressive_dis

89/100

-1.9


0.127 
radiologic_examinati

0.057 
critical_care,_evalu

0.057 
unspecified_pleural_

0.044 
pulmonary_collapse_5

0.031 
encounter_for_fittin

0.029 
respiratory_failure_

0.029 
pulmonary_congestion

0.027 
encounter_for_fittin

0.024 
pneumonia,_organism_

0.021 
subsequent_hospital_

0.012 
culture,_bacterial;_

0.011 
culture,_bacterial;_

0.010 
culture,_bacterial;_

0.010 
gases,_blood,_any_co

0.009 
radiologic_examinati

34/100

-1.8


0.170 
other_convulsions_78

0.066 
treatment_of_speech,

0.042 
phenytoin;_total_c80

0.039 
epilepsy,_unspecifie

0.027 
electroencephalogram

0.025 
memory_loss_78093   

0.025 
magnetic_resonance_(

0.024 
other_speech_disturb

0.022 
levetiracetam_d04499

0.022 
office_or_other_outp

0.021 
fosphenytoin_d00143 

0.018 
monitoring_for_local

0.016 
dipropylacetic_acid_

0.016 
office_or_other_outp

0.016 
organic_affective_sy

64/100

-1.7


0.056 
cerebral_artery_occl

0.051 
computed_tomography,

0.032 
intracerebral_hemorr

0.032 
unspecified_transien

0.029 
occlusion_and_stenos

0.026 
magnetic_resonance_(

0.021 
acute,_but_ill-defin

0.021 
subarachnoid_hemorrh

0.020 
cerebral_embolism,_w

0.017 
computed_tomographic

0.017 
duplex_scan_of_extra

0.017 
cerebral_aneurysm,_n

0.015 
unspecified_late_eff

0.014 
cognitive_deficits_a

0.014 
occupational_therapy

3/100

-1.7


0.135 
cellulitis_and_absce

0.087 
peripheral_vascular_

0.059 
culture,_bacterial;_

0.053 
susceptibility_studi

0.027 
edema_7823          

0.027 
atherosclerosis_of_n

0.024 
cellulitis_and_absce

0.021 
venous_(peripheral)_

0.017 
ulcer_of_lower_limb,

0.017 
pain_in_limb_7295   

0.016 
swelling_of_limb_729

0.016 
ulcer_of_other_part_

0.013 
ulcer_of_lower_limbs

0.013 
office_or_other_outp

0.013 
varicose_veins_of_lo

12/100

-1.6


0.153 
infectious_agent_ant

0.085 
hepatic_function_pan

0.072 
hepatitis_c_antibody

0.069 
hepatitis_b_surface_

0.061 
hepatitis,_unspecifi

0.048 
antibody;_hiv-1_and_

0.041 
blood_count;_complet

0.040 
unlisted_chemistry_p

0.036 
chronic_hepatitis_c_

0.023 
acute_or_unspecified

0.023 
nonspecific_abnormal

0.022 
ultrasound,_abdomina

0.019 
alpha-fetoprotein;_s

0.018 
thyroid_stimulating_

0.016 
prothrombin_time_c85

77/100

-1.6


0.209 
therapeutic,_prophyl

0.141 
rheumatoid_arthritis

0.114 
office_or_other_outp

0.086 
pernicious_anemia_28

0.074 
cyanocobalamin_d0041

0.054 
therapeutic,_prophyl

0.040 
other_b-complex_defi

0.033 
sarcoidosis_135     

0.022 
other_vitamin_b12_de

0.021 
therapeutic,_prophyl

0.021 
methotrexate_d00060 

0.012 
cyanocobalamin_(vita

0.009 
chemotherapy_adminis

0.008 
rofecoxib_d04433    

0.007 
hydroxychloroquine_d

35/100

-1.4


0.091 
multivitamin_d03140 

0.077 
omeprazole_d00325   

0.070 
aspirin_d00170      

0.066 
atorvastatin_d04105 

0.047 
alprazolam_d00168   

0.035 
lansoprazole_d00149 

0.031 
calcium-vitamin_d_d0

0.026 
pravastatin_d00348  

0.025 
folic_acid_d00241   

0.024 
simvastatin_d00746  

0.018 
rosuvastatin_d04851 

0.017 
valsartan_d04113    

0.017 
cetirizine_d03827   

0.016 
diltiazem_d00045    

0.016 
loratadine_d03050   

43/100

-1.4


0.176 
albumin;_serum_c8204

0.156 
calcium;_total_c8231

0.111 
bilirubin;_total_c82

0.090 
phosphatase,_alkalin

0.050 
transferase;_asparta

0.048 
protein;_total,_exce

0.046 
glucose;_quantitativ

0.043 
bilirubin;_direct_c8

0.039 
sodium;_serum_c84295

0.037 
transferase;_alanine

0.037 
chloride;_blood_c824

0.030 
carbon_dioxide_(bica

0.025 
potassium;_serum_c84

0.019 
urea_nitrogen;_quant

0.018 
unlisted_chemistry_p

40/100

-1.3


0.155 
unspecified_viral_in

0.151 
human_immunodeficien

0.070 
t_cells;_absolute_cd

0.058 
asymptomatic_human_i

0.051 
amylase_c82150      

0.038 
office_or_other_outp

0.034 
condyloma_acuminatum

0.033 
lipase_c83690       

0.023 
herpes_zoster_withou

0.021 
comprehensive_metabo

0.020 
office_or_other_outp

0.020 
blood_count;_complet

0.017 
blood_count;_blood_s

0.017 
flow_cytometry;_each

0.016 
vitiligo_70901      

51/100

-0.9


0.245 
cervicalgia_7231    

0.088 
office_or_other_outp

0.056 
paralysis_agitans_33

0.045 
cervical_spondylosis

0.042 
degeneration_of_cerv

0.031 
displacement_of_cerv

0.027 
brachial_neuritis_or

0.027 
radiologic_examinati

0.025 
magnetic_resonance_(

0.025 
office_or_other_outp

0.022 
computed_tomography,

0.019 
abnormal_involuntary

0.017 
spinal_stenosis_of_c

0.016 
abnormality_of_gait_

0.015 
spasm_of_muscle_7288

55/100

-0.9


0.094 
other_screening_mamm

0.060 
screening_mammograph

0.044 
thyroid_stimulating_

0.041 
periodic_comprehensi

0.038 
office_or_other_outp

0.036 
disorder_of_bone_and

0.036 
lipid_panel_this_pan

0.033 
computer-aided_detec

0.029 
blood_count;_complet

0.029 
osteoporosis,_unspec

0.028 
screening_mammograph

0.027 
menopausal_or_female

0.026 
screening_for_malign

0.026 
office_or_other_outp

0.022 
screening_mammograph

54/100

-0.8


0.066 
blood_count;_complet

0.044 
oxycodone_d00329    

0.033 
magnesium_c83735    

0.033 
acetaminophen_d00049

0.032 
basic_metabolic_pane

0.030 
hepatic_function_pan

0.028 
phosphorus_inorganic

0.022 
gabapentin_d03182   

0.019 
hydromorphone_d00255

0.019 
omeprazole_d00325   

0.018 
morphine_d00308     

0.017 
casanthranol-docusat

0.014 
ondansetron_d00867  

0.013 
therapeutic,_prophyl

0.011 
polyethylene_glycol_

45/100

-0.8


0.060 
malignant_neoplasm_o

0.058 
malignant_neoplasm_o

0.044 
malignant_neoplasm_o

0.043 
carcinoembryonic_ant

0.039 
malignant_neoplasm_o

0.038 
malignant_neoplasm_o

0.037 
melanoma_of_skin,_si

0.025 
consultation_and_rep

0.023 
secondary_malignant_

0.022 
secondary_malignant_

0.019 
fluorouracil_d00235 

0.018 
bilirubin;_direct_c8

0.018 
malignant_neoplasm_o

0.017 
chemotherapy_adminis

0.015 
leucovorin_d00275   

18/100

-0.7


0.146 
blood_count;_complet

0.138 
iron_binding_capacit

0.132 
anemia,_unspecified_

0.128 
cyanocobalamin_(vita

0.124 
ferritin_c82728     

0.072 
folic_acid;_serum_c8

0.055 
iron_deficiency_anem

0.023 
blood_count;_reticul

0.020 
thyroid_stimulating_

0.014 
loss_of_weight_78321

0.014 
malignant_neoplasm_o

0.012 
blood_count;_reticul

0.009 
malignant_neoplasm_o

0.007 
ferrous_sulfate_d038

0.006 
disorders_of_iron_me

72/100

-0.7


0.204 
office_or_other_outp

0.085 
influenza_virus_vacc

0.063 
benign_essential_hyp

0.039 
office_or_other_outp

0.039 
electrocardiogram,_r

0.039 
lipid_panel_this_pan

0.038 
need_for_prophylacti

0.035 
other_and_unspecifie

0.035 
blood_count;_complet

0.031 
simvastatin_d00746  

0.025 
metoprolol_d00134   

0.021 
amlodipine_d00689   

0.019 
hydrochlorothiazide_

0.018 
uric_acid;_blood_c84

0.016 
other_malaise_and_fa

57/100

-0.4


0.056 
cirrhosis_of_liver_w

0.035 
liver_replaced_by_tr

0.029 
prothrombin_time_c85

0.029 
complications_of_tra

0.027 
bilirubin;_direct_c8

0.024 
hemorrhage_of_gastro

0.020 
alcoholic_cirrhosis_

0.019 
encounter_for_long-t

0.017 
ascites_7895        

0.016 
phosphorus_inorganic

0.016 
chronic_hepatitis_c_

0.016 
spironolactone_d0037

0.015 
culture,_bacterial;_

0.014 
splenomegaly_7892   

0.014 
hepatic_function_pan

38/100

-0.4


0.480 
pharmacologic_manage

0.457 
major_depressive_dis

0.015 
individual_psychothe

0.014 
major_depressive_dis

0.004 
psychiatric_diagnost

0.003 
major_depressive_dis

0.002 
individual_psychothe

0.002 
major_depressive_dis

0.001 
individual_psychothe

0.001 
psychic_factors_asso

0.001 
adjustment_reaction_

0.001 
administration_of_in

0.001 
interactive_psychiat

0.001 
individual_psychothe

0.001 
unspecified_paranoid

71/100

-0.1


0.176 
aortic_valve_disorde

0.064 
cardiac_pacemaker_in

0.047 
sinoatrial_node_dysf

0.044 
amoxicillin_d00088  

0.040 
other_specified_card

0.034 
endocarditis,_valve_

0.029 
electronic_analysis_

0.028 
abdominal_aortic_ane

0.024 
thoracic_aortic_aneu

0.020 
heart_valve_replaced

0.018 
computed_tomographic

0.018 
computed_tomographic

0.018 
atrioventricular_blo

0.016 
radiologic_examinati

0.013 
computed_tomographic

92/100

0.1


0.140 
prostate_specific_an

0.110 
malignant_neoplasm_o

0.034 
hypertrophy_(benign)

0.028 
prostate_cancer_scre

0.026 
blood_count;_complet

0.026 
unilateral_or_unspec

0.021 
hyperplasia_of_prost

0.021 
tamsulosin_d04121   

0.021 
hypertrophy_(benign)

0.021 
level_c88305        

0.020 
sildenafil_d04299   

0.019 
measurement_of_post-

0.018 
elevated_prostate_sp

0.017 
impotence_of_organic

0.017 
colonoscopy,_flexibl

49/100

0.3


0.153 
drug_screen,_qualita

0.125 
emergency_department

0.084 
opioid_type_dependen

0.058 
unspecified_drug_dep

0.038 
methadone_d00050    

0.034 
emergency_department

0.034 
other,_mixed,_or_uns

0.022 
acute_apical_periodo

0.021 
emergency_department

0.020 
office_or_other_outp

0.015 
buprenorphine-naloxo

0.015 
combinations_of_drug

0.012 
cocaine_dependence,_

0.012 
unspecified_accident

0.012 
overexertion_and_str

41/100

0.4


0.145 
comprehensive_metabo

0.105 
blood_count;_complet

0.065 
office_or_other_outp

0.062 
encounter_for_antine

0.046 
chemotherapy_adminis

0.035 
ondansetron_d00867  

0.033 
lansoprazole_d00149 

0.025 
phosphorus_inorganic

0.024 
other_specified_coun

0.021 
magnesium_c83735    

0.020 
intravenous_electrol

0.019 
dexamethasone_d00206

0.015 
encounter_for_antine

0.014 
prochlorperazine_d00

0.013 
chemotherapy_adminis

8/100

0.7


0.119 
malignant_neoplasm_o

0.081 
computed_tomography,

0.074 
other_diseases_of_lu

0.064 
secondary_malignant_

0.045 
secondary_malignant_

0.032 
office_or_other_outp

0.029 
secondary_malignant_

0.027 
computed_tomography,

0.024 
swelling,_mass,_or_l

0.020 
enlargement_of_lymph

0.016 
radiologic_examinati

0.015 
malignant_neoplasm_o

0.015 
malignant_neoplasm_o

0.014 
computed_tomography,

0.014 
other_specified_diso

58/100

0.7


0.157 
office_or_other_outp

0.115 
tobacco_use_disorder

0.114 
chronic_airway_obstr

0.050 
office_or_other_outp

0.031 
cough_7862          

0.030 
backache,_unspecifie

0.030 
pneumonia,_organism_

0.023 
radiologic_examinati

0.019 
albuterol_d00749    

0.018 
nicotine_d00316     

0.017 
other_malaise_and_fa

0.016 
other_dyspnea_and_re

0.016 
acute_bronchitis_466

0.015 
acetaminophen-tramad

0.014 
history_of_tobacco_u

42/100

0.8


0.547 
office_or_other_outp

0.226 
office_or_other_outp

0.093 
office_or_other_outp

0.018 
comprehensive_metabo

0.018 
basic_metabolic_pane

0.007 
blood_count;_complet

0.006 
electrocardiogram,_r

0.005 
electrocardiogram,_r

0.005 
lipid_panel_this_pan

0.005 
collection_of_venous

0.004 
office_consultation_

0.004 
hepatic_function_pan

0.004 
immunization_adminis

0.004 
calciferol_(vitamin_

0.003 
other_malaise_and_fa

84/100

0.9


0.427 
depressive_disorder,

0.333 
anxiety_state,_unspe

0.052 
clonazepam_d00197   

0.033 
thyroid_stimulating_

0.014 
office_or_other_outp

0.011 
nausea_alone_78702  

0.010 
fluoxetine_d00236   

0.007 
zolpidem_d00910     

0.007 
other_insomnia_78052

0.007 
initial_comprehensiv

0.006 
routine_general_medi

0.006 
sertraline_d00880   

0.004 
lansoprazole_d00149 

0.004 
office_or_other_outp

0.004 
office_or_other_outp

17/100

0.9


0.317 
atrial_fibrillation_

0.262 
encounter_for_long-t

0.199 
prothrombin_time_c85

0.022 
digoxin_d00210      

0.021 
digoxin_c80162      

0.015 
warfarin_d00022     

0.012 
atrial_flutter_42732

0.011 
electrocardiogram,_r

0.010 
electrocardiogram,_r

0.010 
mitral_valve_disorde

0.006 
aspirin_d00170      

0.006 
collection_of_venous

0.005 
basic_metabolic_pane

0.005 
cardiac_dysrhythmia,

0.005 
cardiomegaly_4293   

88/100

1.2


0.056 
electrocardiogram,_r

0.044 
culture,_bacterial;_

0.042 
magnesium_c83735    

0.041 
electrolyte_panel_th

0.038 
thromboplastin_time,

0.032 
radiologic_examinati

0.029 
phosphorus_inorganic

0.024 
electrocardiogram,_r

0.023 
glucose;_quantitativ

0.023 
creatinine;_blood_c8

0.022 
intravenous_infusion

0.021 
prothrombin_time_c85

0.020 
urea_nitrogen;_quant

0.020 
lansoprazole_d00149 

0.018 
hepatic_function_pan

68/100

1.6


0.149 
intensity_modulated_

0.136 
radiotherapy_encount

0.042 
stereoscopic_x-ray_g

0.035 
radiation_treatment_

0.032 
continuing_medical_p

0.024 
malignant_neoplasm_o

0.024 
malignant_neoplasm_o

0.024 
malignant_neoplasm_o

0.023 
computed_tomography_

0.022 
loss_of_weight_78321

0.021 
malignant_neoplasm_o

0.020 
malignant_neoplasm_o

0.018 
dehydration_27651   

0.017 
malignant_neoplasm_o

0.016 
malignant_neoplasm_o

27/100

2.2


0.328 
subsequent_hospital_

0.151 
subsequent_hospital_

0.064 
subsequent_hospital_

0.020 
quetiapine_d04220   

0.019 
abnormality_of_gait_

0.018 
initial_hospital_car

0.016 
initial_hospital_car

0.015 
hospital_discharge_d

0.012 
initial_inpatient_co

0.012 
anemia,_unspecified_

0.011 
initial_inpatient_co

0.011 
hospital_discharge_d

0.010 
altered_mental_statu

0.009 
initial_hospital_car

0.008 
neurogenic_bladder_n