LEGEND_NAME = ourBP_sLDA

Gibbs_LDAPC_sLDAlogistic_regr
ourBP_sLDA

LABEL_NAME = citalopram

amitriptylinebupropioncitalopram
duloxetineescitalopramfluoxetine
mirtazapinenortriptylineparoxetine
sertralinevenlafaxine

FRAC_LABELS = 1

1

N_STATES = 100.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/psych_traj_20170727/20171012bpfrbest-mod_name=slda__tf-frac_labels=1.000-n_states=100-alpha=1.0100-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K100_f1.000-weight_x=0.0-weight_y=0001.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=20/2/lap0000005.000_topic_model_snapshot

38/100

-3.2


0.084 
unspecified_fall_e88

0.066 
major_depressive_dis

0.053 
pain_in_limb_7295   

0.052 
cytopathology,_cervi

0.049 
therapeutic,_prophyl

0.047 
level_c88305        

0.047 
susceptibility_studi

0.040 
office_consultation_

0.040 
sedimentation_rate,_

0.039 
type_ii_diabetes_mel

0.038 
coronal,_sagittal,_m

0.038 
routine_general_medi

0.038 
encounter_for_other_

0.037 
iron_binding_capacit

0.036 
c-reactive_protein;_

22/100

-3.2


0.047 
daily_hospital_manag

0.045 
conjunctivitis,_unsp

0.037 
glucose;_quantitativ

0.034 
urea_nitrogen;_quant

0.033 
pulmonary_congestion

0.032 
microsomal_antibodie

0.030 
goiter,_unspecified_

0.029 
neck_sprain_8470    

0.029 
other_general_sympto

0.029 
at_least_one_prescri

0.029 
other_specified_dise

0.028 
immunocytochemistry_

0.028 
unspecified_accident

0.027 
encounter_for_fittin

0.027 
vaginitis_and_vulvov

30/100

-3.1


0.046 
electrocardiogram,_r

0.042 
group_psychotherapy_

0.033 
bilirubin;_total_or_

0.033 
uric_acid;_blood_c84

0.033 
acute_upper_respirat

0.029 
depressive_disorder,

0.028 
tretinoin_topical_d0

0.027 
administration_of_in

0.027 
methylphenidate_d009

0.026 
smear,_primary_sourc

0.025 
ondansetron_d00867  

0.025 
rash_and_other_nonsp

0.024 
prednisone_d00350   

0.024 
hypertrophy_(benign)

0.024 
coronal,_sagittal,_m

23/100

-3.1


0.050 
citalopram_d04332   

0.037 
office_consultation_

0.031 
midazolam_d00301    

0.030 
protein;_total,_exce

0.029 
pathology_consultati

0.029 
manic-depressive_psy

0.028 
decalcification_proc

0.028 
immunization_adminis

0.026 
acute_sinusitis,_uns

0.025 
physical_therapy_re-

0.025 
ethinyl_estradiol-et

0.025 
nonunion_of_fracture

0.024 
cephalexin_d00096   

0.024 
obesity,_unspecified

0.024 
lidocaine_topical_d0

37/100

-2.8


0.059 
nortriptyline_c80182

0.044 
headache_7840       

0.041 
unspecified_idiopath

0.040 
computed_tomography,

0.038 
peptic_ulcer_of_unsp

0.037 
cyclic_citrullinated

0.037 
bupropion_d00181    

0.037 
migraine,_unspecifie

0.036 
c-reactive_protein_c

0.036 
magnesium_sulfate_d0

0.034 
fluoroscopic_guidanc

0.033 
calciferol_(vitamin_

0.033 
fluticasone_d01296  

0.032 
tretinoin_topical_d0

0.032 
abnormality_of_gait_

78/100

-2.8


0.092 
citalopram_d04332   

0.058 
thyroid_stimulating_

0.051 
administration_of_in

0.043 
electrocardiogram,_r

0.042 
bipolar_affective_di

0.042 
tobacco_use_disorder

0.041 
bipolar_affective_di

0.040 
sertraline_d00880   

0.039 
bipolar_affective_di

0.036 
bipolar_affective_di

0.036 
ondansetron_d00867  

0.036 
thromboplastin_time,

0.034 
emergency_department

0.033 
emergency_department

0.031 
droperidol_d00233   

48/100

-2.7


0.125 
complications_of_tra

0.088 
chronic_renal_failur

0.072 
kidney_replaced_by_t

0.064 
cyclosporine_c80158 

0.055 
tacrolimus_c80197   

0.038 
heart_replaced_by_tr

0.034 
citalopram_d04332   

0.031 
respiratory_failure_

0.031 
blood_count;_complet

0.030 
phosphorus_inorganic

0.030 
blood_count;_complet

0.027 
dressings_and/or_deb

0.027 
psychiatric_diagnost

0.027 
history_of_tobacco_u

0.026 
other_and_unspecifie

84/100

-2.7


0.053 
anxiety_state,_unspe

0.052 
metoclopramide_d0029

0.044 
depressive_disorder,

0.042 
therapeutic,_prophyl

0.040 
acute_upper_respirat

0.039 
cellulitis_and_absce

0.037 
codeine-guaifenesin_

0.035 
parathormone_(parath

0.033 
smear,_primary_sourc

0.030 
level_c88305        

0.029 
arterial_catheteriza

0.028 
urinary_tract_infect

0.027 
blood_count;_hematoc

0.027 
fexofenadine_d04040 

0.027 
enlargement_of_lymph

33/100

-2.4


0.060 
screening_mammograph

0.059 
injury_by_unspecifie

0.059 
urea_nitrogen;_quant

0.054 
troponin,_qualitativ

0.052 
glucose;_quantitativ

0.049 
at_least_one_prescri

0.048 
constipation,_unspec

0.048 
cytopathology,_cervi

0.044 
polyethylene_glycol_

0.044 
office_consultation_

0.044 
culture,_bacterial;_

0.043 
therapeutic,_prophyl

0.039 
other_specified_coun

0.039 
therapeutic,_prophyl

0.039 
computer-aided_detec

29/100

-2.3


0.040 
level_v_-_surgical_p

0.040 
prostate_specific_an

0.035 
heterophile_antibodi

0.035 
backache,_unspecifie

0.033 
scar_conditions_and_

0.031 
postmenopausal_bleed

0.031 
transferase;_asparta

0.031 
diverticulosis_of_co

0.030 
headache_7840       

0.030 
morbid_obesity_27801

0.029 
citalopram_d04332   

0.028 
pathology_consultati

0.028 
diarrhea_78791      

0.026 
montelukast_d04289  

0.026 
carpal_tunnel_syndro

6/100

-2.3


0.187 
unspecified_problems

0.160 
non-covered_item_or_

0.089 
sertraline_d00880   

0.054 
functional_diarrhea_

0.049 
alopecia,_unspecifie

0.047 
bilirubin;_total_or_

0.045 
spinal_puncture,_lum

0.042 
cyst_of_kidney,_acqu

0.041 
other_postsurgical_s

0.041 
herpes_zoster_withou

0.038 
radiologic_examinati

0.037 
hepatic_function_pan

0.035 
volume_depletion_276

0.034 
pain_in_joint_involv

0.034 
neoplasm_of_unspecif

54/100

-2.3


0.050 
pain_in_joint_involv

0.048 
unspecified_chest_pa

0.048 
gabapentin_d03182   

0.039 
bilirubin;_total_c82

0.036 
antibody;_borrelia_b

0.036 
polyethylene_glycol_

0.036 
hyoscyamine_d00985  

0.035 
mononeuritis_of_unsp

0.034 
mylagia_and_myositis

0.032 
glucose;_quantitativ

0.032 
preoperative_examina

0.030 
other_bursitis_disor

0.030 
cytopathology,_cervi

0.029 
pain_in_joint_involv

0.029 
celecoxib_d04380    

51/100

-2.2


0.029 
dental_caries,_unspe

0.027 
level_v_-_surgical_p

0.027 
sigmoidoscopy,_flexi

0.026 
sertraline_d00880   

0.025 
fluoxetine_d00236   

0.024 
cervicalgia_7231    

0.024 
peptic_ulcer_of_unsp

0.024 
comprehensive_metabo

0.023 
blood_count;_spun_mi

0.023 
osteoarthrosis,_unsp

0.023 
electrocardiogram,_r

0.023 
ingrowing_nail_7030 

0.022 
nonspecific_reaction

0.022 
unspecified_bacterem

0.022 
warfarin_d00022     

57/100

-2.1


0.056 
liver_replaced_by_tr

0.049 
complications_of_tra

0.046 
phosphorus_inorganic

0.030 
cirrhosis_of_liver_w

0.026 
blood_count;_complet

0.024 
blood_count;_complet

0.024 
decalcification_proc

0.024 
tacrolimus_c80197   

0.024 
psychiatric_diagnost

0.023 
radiologic_examinati

0.022 
bilirubin;_direct_c8

0.022 
office_or_other_outp

0.022 
combinations_of_drug

0.022 
glucose;_quantitativ

0.022 
occupational_therapy

82/100

-2.1


0.031 
preoperative_respira

0.031 
unspecified_sinusiti

0.031 
folic_acid;_serum_c8

0.030 
sedimentation_rate,_

0.030 
ultrasound,_pregnant

0.030 
cytopathology,_slide

0.029 
hydromorphone_d00255

0.028 
calcium;_ionized_c82

0.026 
radiologic_examinati

0.025 
nonspecific_abnormal

0.025 
supervision_of_norma

0.025 
ethinyl_estradiol-no

0.025 
office_or_other_outp

0.025 
leiomyoma_of_uterus,

0.025 
nonspecific_abnormal

10/100

-2.0


0.030 
pregabalin_d05508   

0.029 
gabapentin_d03182   

0.029 
encounter_for_survei

0.028 
other_chronic_nonalc

0.028 
unspecified_chest_pa

0.027 
postsurgical_arthrod

0.026 
magnetic_resonance_(

0.026 
bilirubin;_total_c82

0.025 
citalopram_d04332   

0.025 
paroxetine_d03157   

0.024 
preoperative_cardiov

0.024 
decalcification_proc

0.024 
therapeutic,_prophyl

0.023 
diabetes_mellitus_ty

0.023 
other_chest_pain_786

92/100

-2.0


0.037 
citalopram_d04332   

0.029 
prostate_specific_an

0.028 
triamcinolone_d00620

0.028 
sodium;_serum_c84295

0.028 
malignant_neoplasm_o

0.027 
creatine_c82540     

0.026 
hypertrophy_(benign)

0.025 
fibrinogen;_activity

0.025 
radiologic_examinati

0.025 
lack_of_housing_v600

0.023 
lamotrigine_d03809  

0.023 
droperidol_d00233   

0.023 
office_or_other_outp

0.023 
metoprolol_d00134   

0.022 
cervicitis_and_endoc

43/100

-1.9


0.067 
screening_mammograph

0.061 
other_chronic_pain_3

0.059 
urea_nitrogen;_quant

0.058 
cytopathology,_cervi

0.051 
documentation_that_p

0.051 
at_least_one_prescri

0.051 
office_consultation_

0.050 
oxycodone_d00329    

0.050 
fever,_unspecified_7

0.050 
dehydration_27651   

0.049 
subsequent_hospital_

0.048 
hydromorphone_d00255

0.046 
glucose;_quantitativ

0.045 
constipation,_unspec

0.045 
compatibility_test_e

14/100

-1.9


0.055 
attention_deficit_di

0.042 
unspecified_affectiv

0.037 
electrocardiogram,_r

0.035 
attention_deficit_di

0.032 
tobacco_use_disorder

0.030 
ondansetron_d00867  

0.030 
hepatitis_a_vaccine,

0.029 
computer-aided_detec

0.028 
cytopathology,_cervi

0.028 
office_consultation_

0.028 
pregnancy_examinatio

0.028 
administration_of_in

0.027 
antibody;_helicobact

0.027 
psychotherapy,_45_mi

0.027 
lactate_dehydrogenas

2/100

-1.9


0.041 
malignant_neoplasm_o

0.034 
magnesium_c83735    

0.027 
unlisted_pulmonary_s

0.026 
anomalies_of_cerebro

0.025 
immunoassay_for_tumo

0.022 
mammographic_microca

0.022 
blood_count;_complet

0.022 
psychiatric_diagnost

0.021 
ultrasound,_abdomina

0.021 
malignant_neoplasm_o

0.021 
melanoma_of_skin,_si

0.021 
cell_count,_miscella

0.021 
occupational_therapy

0.020 
radiologic_examinati

0.020 
dysuria_7881        

58/100

-1.8


0.043 
aripiprazole_d04825 

0.033 
chronic_airway_obstr

0.032 
manic-depressive_psy

0.031 
topiramate_d04115   

0.031 
tobacco_use_disorder

0.031 
abnormal_weight_gain

0.030 
amphetamine-dextroam

0.029 
drug_screen,_qualita

0.028 
mitral_valve_disorde

0.028 
venous_(peripheral)_

0.028 
radiologic_examinati

0.028 
folic_acid_d00241   

0.028 
dizziness_and_giddin

0.028 
oxybutynin_d00328   

0.028 
citalopram_d04332   

44/100

-1.8


0.049 
culture,_bacterial;_

0.039 
other_specified_preo

0.039 
initial_hospital_car

0.039 
chloride;_blood_c824

0.036 
culture,_bacterial;_

0.035 
special_investigatio

0.033 
urinalysis,_by_dip_s

0.031 
syphilis_test;_quali

0.031 
office_consultation_

0.030 
immunocytochemistry_

0.028 
troponin,_qualitativ

0.028 
urinalysis,_by_dip_s

0.027 
acute_or_unspecified

0.027 
transferase;_asparta

0.026 
benign_neoplasm_of_s

18/100

-1.8


0.066 
blood_count;_complet

0.045 
creatine_c82540     

0.037 
anemia,_unspecified_

0.037 
glucose;_blood,_reag

0.036 
hepatitis_c_antibody

0.033 
nervousness_7992    

0.033 
urinalysis,_by_dip_s

0.032 
at_least_one_prescri

0.030 
protein;_total,_exce

0.030 
nausea_alone_78702  

0.028 
special_investigatio

0.028 
iron_deficiency_anem

0.028 
iron_binding_capacit

0.028 
elevated_blood_press

0.026 
urinary_incontinence

73/100

-1.8


0.050 
multiple_myeloma_wit

0.041 
blood_count;_complet

0.036 
blood_count;_complet

0.031 
chronic_lymphoid_leu

0.027 
undefined_code-00000

0.026 
unspecified_diseases

0.024 
nephelometry,_each_a

0.024 
office_or_other_outp

0.023 
syphilis_test;_quali

0.023 
monoclonal_paraprote

0.023 
psychiatric_diagnost

0.023 
systemic_lupus_eryth

0.021 
immunofixation_elect

0.020 
hydroxyprogesterone_

0.020 
magnesium_c83735    

85/100

-1.7


0.022 
respiratory_failure_

0.021 
prothrombin_time_c85

0.021 
blood_count;_complet

0.021 
mirtazapine_d04025  

0.020 
pravastatin_d00348  

0.020 
unspecified_chest_pa

0.020 
other_symptoms_refer

0.020 
melanoma_of_skin,_si

0.020 
vital_capacity,_tota

0.020 
subsequent_prenatal_

0.019 
blood_count;_complet

0.019 
bilirubin;_total_or_

0.019 
thromboplastin_time,

0.018 
psychiatric_diagnost

0.018 
office_or_other_outp

25/100

-1.7


0.058 
other_specified_dise

0.045 
trimming_of_dystroph

0.045 
ingrowing_nail_7030 

0.034 
office_or_other_outp

0.033 
corns_and_callositie

0.028 
dermatophytosis_of_n

0.028 
warfarin_d00022     

0.027 
unspecified_internal

0.027 
office_consultation_

0.026 
psychiatric_diagnost

0.025 
ultrasound,_retroper

0.025 
office_or_other_outp

0.025 
lipoprotein,_direct_

0.025 
other_noninflammator

0.024 
nonspecific_abnormal

66/100

-1.6


0.027 
unspecified_idiopath

0.027 
initial_observation_

0.026 
unspecified_viral_in

0.025 
albuterol-ipratropiu

0.024 
other_and_unspecifie

0.023 
postinflammatory_pul

0.023 
thromboplastin_time,

0.023 
morphine_d00308     

0.023 
difficulty_in_walkin

0.022 
postsurgical_arthrod

0.022 
abnormality_of_gait_

0.022 
ascorbic_acid_d00426

0.022 
office_consultation_

0.022 
diclofenac_d00848   

0.022 
esomeprazole_d04749 

96/100

-1.6


0.027 
office_or_other_outp

0.026 
unlisted_chemistry_p

0.026 
laboratory_examinati

0.026 
dual_energy_x-ray_ab

0.025 
senna_d01013        

0.024 
pain_in_joint_involv

0.022 
dysphagia,_unspecifi

0.022 
colorectal_cancer_sc

0.021 
obstructive_sleep_ap

0.021 
occlusion_and_stenos

0.020 
arterial_catheteriza

0.020 
pain_in_limb_7295   

0.020 
drug_screen,_qualita

0.020 
peptic_ulcer_of_unsp

0.020 
gammaglobulin;_iga,_

56/100

-1.6


0.251 
thyroid_stimulating_

0.063 
unspecified_hypothyr

0.042 
unilateral_or_unspec

0.038 
therapeutic_procedur

0.038 
acetaminophen-hydroc

0.038 
culture,_bacterial;_

0.036 
abdominal_pain,_othe

0.036 
cefazolin_d00007    

0.035 
other_specified_preo

0.034 
oxycodone_d00329    

0.032 
thyroxine;_total_c84

0.031 
ciprofloxacin_d00011

0.030 
ketorolac_d00273    

0.029 
manual_therapy_techn

0.029 
lumbago_7242        

95/100

-1.6


0.054 
other_malignant_lymp

0.044 
phosphorus_inorganic

0.041 
blood_count;_complet

0.035 
blood_count;_complet

0.035 
chemotherapy_encount

0.032 
cytopathology,_smear

0.030 
lvp_solution_d04128 

0.028 
creatine_c82540     

0.027 
chemotherapy_adminis

0.026 
gonadotropin,_chorio

0.026 
arterial_catheteriza

0.026 
hemorrhage_of_gastro

0.025 
psychiatric_diagnost

0.025 
poor_fetal_growth,_a

0.024 
blood_count;_hemoglo

83/100

-1.5


0.038 
levofloxacin_d04109 

0.030 
unlisted_pulmonary_s

0.029 
conjugated_estrogens

0.028 
encounter_for_long-t

0.027 
cortisol;_total_c825

0.026 
radiologic_examinati

0.025 
preoperative_examina

0.025 
radiologic_examinati

0.025 
other_and_unspecifie

0.025 
abdominal_pain,_epig

0.025 
unilateral_or_unspec

0.025 
initial_observation_

0.024 
osmolality;_blood_c8

0.024 
other_symptoms_invol

0.024 
radiologic_examinati

32/100

-1.5


0.052 
therapeutic,_prophyl

0.050 
screening_mammograph

0.048 
glucose;_quantitativ

0.044 
urea_nitrogen;_quant

0.040 
medical_nutrition_th

0.039 
fever,_unspecified_7

0.039 
constipation,_unspec

0.037 
injury_by_unspecifie

0.036 
office_consultation_

0.036 
3d_rendering_with_in

0.036 
documentation_that_p

0.035 
noninvasive_ear_or_p

0.035 
creatinine;_blood_c8

0.035 
fluorescent_noninfec

0.034 
at_least_one_prescri

61/100

-1.5


0.087 
individual_psychothe

0.045 
routine_general_medi

0.045 
level_c88305        

0.041 
hemoglobin;_glycated

0.038 
lipoprotein,_direct_

0.037 
cough_7862          

0.037 
routine_gynelogical_

0.036 
office_consultation_

0.036 
sedimentation_rate,_

0.035 
uric_acid;_blood_c84

0.032 
history_of_tobacco_u

0.032 
sulfamethoxazole-tri

0.032 
infectious_agent_det

0.031 
neurotic_depression_

0.031 
unlisted_chemistry_p

7/100

-1.4


0.090 
prolonged_posttrauma

0.075 
borderline_personali

0.054 
thromboplastin_time,

0.051 
other_and_unspecifie

0.043 
individual_psychothe

0.036 
emergency_department

0.036 
unspecified_personal

0.030 
cyclobenzaprine_d009

0.029 
ondansetron_d00867  

0.029 
office_consultation_

0.026 
pain_in_limb_7295   

0.025 
prednisone_d00350   

0.025 
office_or_other_outp

0.025 
coronal,_sagittal,_m

0.024 
office_consultation_

50/100

-1.4


0.067 
prothrombin_time_c85

0.037 
other_pulmonary_embo

0.032 
other_and_unspecifie

0.030 
collection_of_venous

0.027 
fibrinolysins_or_coa

0.025 
other_malaise_and_fa

0.025 
routine_venipuncture

0.024 
clotting_inhibitors_

0.024 
clotting_inhibitors_

0.024 
supervision_of_norma

0.023 
inflamed_seborrheic_

0.023 
screening_papanicola

0.023 
acute_upper_respirat

0.022 
nonspecific_abnormal

0.022 
unspecified_urticari

26/100

-1.4


0.040 
radiologic_examinati

0.038 
dexamethasone_d00206

0.037 
unspecified_sleep_di

0.037 
basic_metabolic_pane

0.036 
respiratory_failure_

0.036 
coronary_atheroscler

0.034 
hydromorphone_d00255

0.033 
carbon_dioxide_(bica

0.030 
office_consultation_

0.028 
coronary_atheroscler

0.027 
lipid_panel_this_pan

0.026 
electrocardiogram,_r

0.026 
electrocardiogram,_r

0.026 
altered_mental_statu

0.026 
creatinine;_other_so

80/100

-1.4


0.047 
routine_gynelogical_

0.037 
excessive_or_frequen

0.036 
encounter_for_long-t

0.033 
preoperative_examina

0.029 
bronchitis,_not_spec

0.028 
c-reactive_protein;_

0.027 
cardiovascular_stres

0.027 
creatinine;_other_so

0.026 
abdominal_pain,_unsp

0.026 
prostate_specific_an

0.026 
radiologic_examinati

0.026 
cytopathology,_slide

0.025 
dexamethasone_d00206

0.025 
esophageal_reflux_53

0.025 
antinuclear_antibodi

19/100

-1.4


0.045 
professional_service

0.040 
allergic_rhinitis_du

0.038 
office_or_other_outp

0.038 
aspirin_d00170      

0.034 
allergic_rhinitis_du

0.032 
asthma,_unspecified_

0.029 
professional_service

0.028 
cyanocobalamin_(vita

0.027 
urinalysis,_by_dip_s

0.027 
level_c88305        

0.026 
duplex_scan_of_extre

0.026 
screening_mammograph

0.026 
duplex_scan_of_extre

0.025 
trazodone_d00395    

0.025 
triglycerides_c84478

67/100

-1.3


0.347 
analysis_of_clinical

0.203 
prothrombin_time_c85

0.190 
hemorrhagic_disorder

0.075 
encounter_for_long-t

0.062 
acute,_but_ill-defin

0.050 
aortic_valve_disorde

0.044 
embolism_and_thrombo

0.039 
collection_of_venous

0.039 
routine_venipuncture

0.027 
other_and_unspecifie

0.027 
office_or_other_outp

0.025 
supervision_of_norma

0.024 
other_malaise_and_fa

0.024 
cytopathology,_smear

0.023 
embolism_and_thrombo

3/100

-1.3


0.032 
peripheral_vascular_

0.026 
droperidol_d00233   

0.026 
abnormality_of_gait_

0.025 
office_or_other_outp

0.024 
office_or_other_outp

0.022 
creatinine;_blood_c8

0.022 
ulcer_of_lower_limb,

0.021 
ulcer_of_other_part_

0.021 
suicidal_ideation_v6

0.021 
hip_joint_replaced_b

0.020 
comprehensive_metabo

0.020 
encounter_for_long-t

0.020 
other_unknown_and_un

0.020 
alcohol_abuse,_unspe

0.019 
computed_tomography,

98/100

-1.3


0.105 
individual_psychothe

0.096 
obsessive-compulsive

0.061 
routine_general_medi

0.059 
panic_disorder_30001

0.050 
agoraphobia_with_pan

0.034 
coronal,_sagittal,_m

0.030 
office_or_other_outp

0.030 
radiologic_examinati

0.030 
other_abnormal_blood

0.029 
acute_sinusitis,_uns

0.028 
sedimentation_rate,_

0.028 
individual_psychothe

0.026 
therapeutic,_prophyl

0.026 
intravenous_infusion

0.026 
codeine-guaifenesin_

99/100

-1.3


0.056 
gases,_blood,_any_co

0.037 
fluticasone-salmeter

0.034 
abdominal_pain,_righ

0.033 
bilirubin;_total_and

0.033 
other_unknown_and_un

0.030 
abdominal_pain,_left

0.030 
tietze's_disease_733

0.029 
clonazepam_d00197   

0.029 
smear,_primary_sourc

0.029 
office_or_other_outp

0.028 
abdominal_pain,_righ

0.027 
colorectal_cancer_sc

0.027 
troponin,_qualitativ

0.027 
emergency_department

0.027 
lipase_c83690       

93/100

-1.2


0.830 
other_suspected_mate

0.058 
blood_count;_complet

0.051 
culture,_bacterial;_

0.041 
screening_for_malign

0.036 
head_injury,_unspeci

0.035 
hemogram,_automated_

0.034 
fluticasone_d04283  

0.027 
ibuprofen_d00015    

0.026 
at_least_one_prescri

0.026 
glucose;_quantitativ

0.026 
medical_nutrition_th

0.026 
other_and_unspecifie

0.026 
melanoma_of_skin,_si

0.025 
3d_rendering_with_in

0.025 
infectious_agent_det

70/100

-1.2


0.032 
cholesterol,_serum_o

0.029 
electrocardiogram,_r

0.028 
mitral_valve_disorde

0.027 
therapeutic,_prophyl

0.025 
unspecified_hemorrha

0.025 
urinalysis,_by_dip_s

0.025 
radiologic_examinati

0.025 
doppler_echocardiogr

0.025 
doppler_echocardiogr

0.024 
echocardiography,_tr

0.024 
routine_gynelogical_

0.022 
unspecified_otitis_m

0.022 
acute_upper_respirat

0.022 
wheezing_78607      

0.021 
immunization_adminis

28/100

-1.2


0.029 
level_c88305        

0.028 
lump_or_mass_in_brea

0.026 
sodium;_serum_c84295

0.026 
initial_comprehensiv

0.025 
office_or_other_outp

0.023 
therapeutic,_prophyl

0.023 
ultrasound,_breast(s

0.023 
arthropathy,_unspeci

0.023 
periodic_comprehensi

0.022 
anorexia_nervosa_307

0.022 
encounter_for_other_

0.022 
epinephrine_d00699  

0.022 
diffuse_cystic_masto

0.021 
urinalysis,_by_dip_s

0.021 
pure_hypercholestero

40/100

-1.2


0.172 
human_immunodeficien

0.090 
t_cells;_absolute_cd

0.077 
asymptomatic_human_i

0.035 
blood_count;_complet

0.034 
blood_count;_complet

0.030 
unspecified_viral_in

0.027 
vitiligo_70901      

0.026 
respiratory_failure_

0.025 
flow_cytometry;_each

0.024 
need_for_prophylacti

0.023 
office_or_other_outp

0.021 
calcium;_ionized_c82

0.021 
therapeutic,_prophyl

0.021 
screening_examinatio

0.021 
multivitamin_d03140 

90/100

-1.1


0.144 
radiation_treatment_

0.096 
radiotherapy_encount

0.060 
radiation_treatment_

0.051 
continuing_medical_p

0.043 
thromboplastin_time,

0.043 
radiation_treatment_

0.040 
therapeutic_radiolog

0.035 
radiation_treatment_

0.031 
methylprednisolone_d

0.031 
magnesium_c83735    

0.025 
ranitidine_d00021   

0.025 
pain_in_limb_7295   

0.024 
c-reactive_protein_c

0.023 
postsurgical_arthrod

0.023 
acetaminophen_d00049

13/100

-1.1


0.049 
screening_papanicola

0.046 
consultation_and_rep

0.043 
lipid_panel_this_pan

0.043 
troponin,_qualitativ

0.041 
cefazolin_d00007    

0.040 
other_and_unspecifie

0.037 
at_least_one_prescri

0.035 
transferase;_asparta

0.034 
preoperative_examina

0.031 
therapeutic_procedur

0.031 
other_specified_preo

0.030 
screening_mammograph

0.030 
office_consultation_

0.029 
cyclobenzaprine_d009

0.029 
special_investigatio

9/100

-1.1


0.026 
psychiatric_diagnost

0.025 
cytopathology,_fluid

0.024 
screening_papanicola

0.024 
cell_count,_miscella

0.024 
postmenopausal_bleed

0.023 
radiologic_examinati

0.022 
sprain_of_other_spec

0.022 
screening_examinatio

0.022 
collection_of_venous

0.021 
arthralgia_of_tempor

0.020 
other_chronic_dermat

0.020 
neck_sprain_8470    

0.020 
other_acne_7061     

0.020 
hydronephrosis_591  

0.020 
other_and_unspecifie

69/100

-1.1


0.036 
office_or_other_outp

0.033 
drug_screen,_qualita

0.026 
folic_acid;_serum_c8

0.025 
calcium;_total_c8231

0.025 
asthma,_unspecified_

0.025 
loss_of_weight_78321

0.024 
level_c88305        

0.024 
other_chest_pain_786

0.023 
encounter_for_long-t

0.023 
creatine_kinase_(ck)

0.023 
osmolality;_blood_c8

0.023 
altered_mental_statu

0.022 
immunoassay_for_anal

0.022 
hypertrophy_(benign)

0.022 
handling_and/or_conv

79/100

-1.1


0.078 
culture,_bacterial;_

0.053 
periodic_comprehensi

0.043 
troponin,_qualitativ

0.042 
other_chest_pain_786

0.041 
other_chronic_nonalc

0.038 
urinalysis,_by_dip_s

0.038 
troponin,_quantitati

0.036 
culture,_bacterial;_

0.035 
homocystine_c83090  

0.033 
preoperative_cardiov

0.033 
office_consultation_

0.033 
initial_comprehensiv

0.032 
upper_gastrointestin

0.032 
prochlorperazine_d00

0.032 
creatine_kinase_(ck)

77/100

-1.1


0.163 
rheumatoid_arthritis

0.113 
pernicious_anemia_28

0.051 
cyanocobalamin_d0041

0.043 
therapeutic,_prophyl

0.039 
other_b-complex_defi

0.035 
methotrexate_d00060 

0.034 
therapeutic,_prophyl

0.032 
need_for_prophylacti

0.027 
heterophile_antibodi

0.027 
office_or_other_outp

0.026 
electrocardiogram,_r

0.026 
other_vitamin_b12_de

0.025 
therapeutic,_prophyl

0.025 
pain_in_limb_7295   

0.025 
chemotherapy_adminis

5/100

-1.1


0.026 
office_or_other_outp

0.026 
pain_in_limb_7295   

0.022 
cardiolipin_(phospho

0.022 
subarachnoid_hemorrh

0.022 
pulmonary_congestion

0.021 
neurogenic_bladder_n

0.021 
albuterol_d00749    

0.021 
pulmonary_collapse_5

0.021 
pain_in_joint_involv

0.020 
hepatic_function_pan

0.020 
abnormal_weight_gain

0.020 
hip_joint_replaced_b

0.020 
other_unspecified_ba

0.020 
other_specified_noni

0.020 
osteoarthrosis,_loca

91/100

-1.1


0.102 
malignant_neoplasm_o

0.037 
fluoxetine_d00236   

0.036 
secondary_malignant_

0.035 
cardiovascular_stres

0.030 
transferase;_alanine

0.030 
blood_count;_complet

0.028 
phosphorus_inorganic

0.027 
laboratory_examinati

0.026 
malignant_neoplasm_o

0.025 
cytopathology,_cervi

0.024 
menopausal_or_female

0.024 
conjugated_estrogens

0.024 
malignant_neoplasm_o

0.024 
other_and_unspecifie

0.024 
abnormal_loss_of_wei

49/100

-1.1


0.047 
opioid_type_dependen

0.046 
unspecified_drug_dep

0.038 
thromboplastin_time,

0.037 
hyposmolality_and/or

0.036 
drug_screen,_qualita

0.035 
loss_of_weight_78321

0.032 
emergency_department

0.031 
antibody;_varicella-

0.031 
other_dyspnea_and_re

0.028 
ultrasound,_abdomina

0.028 
methadone_d00050    

0.028 
abdominal_pain,_righ

0.027 
lactate_dehydrogenas

0.026 
dehydration_27651   

0.025 
other,_mixed,_or_uns

0/100

-1.1


0.041 
thyroid_stimulating_

0.030 
preoperative_cardiov

0.028 
multiple_sclerosis_3

0.027 
electrolyte_panel_th

0.024 
folic_acid;_serum_c8

0.023 
emergency_department

0.023 
fluoxetine_d00236   

0.022 
pulmonary_collapse_5

0.022 
benign_neoplasm_of_p

0.021 
unspecified_inflamma

0.021 
cyanocobalamin_d0041

0.020 
hydromorphone_d00255

0.020 
arthropathy,_unspeci

0.020 
disorders_of_iron_me

0.020 
administration_of_in

16/100

-1.1


0.050 
thyroid_stimulating_

0.027 
cervical_or_vaginal_

0.026 
prothrombin_time_c85

0.025 
virus_isolation;_tis

0.023 
gonadotropin;_follic

0.023 
collection_of_venous

0.023 
other_and_unspecifie

0.022 
gonadotropin;_lutein

0.022 
absence_of_menstruat

0.021 
routine_venipuncture

0.021 
other_specified_pers

0.021 
viral_warts,_unspeci

0.021 
apap/butalbital/caff

0.020 
antibody;_hiv-1_and_

0.020 
seborheic_dermatitis

62/100

-1.0


0.145 
culture,_bacterial;_

0.082 
acute_bronchitis_466

0.066 
screening_for_malign

0.059 
blood_count;_complet

0.057 
periodic_comprehensi

0.046 
other_chest_pain_786

0.045 
impotence_of_organic

0.044 
fluticasone_d04283  

0.043 
nervousness_7992    

0.038 
at_least_one_prescri

0.038 
culture,_bacterial;_

0.036 
gabapentin_d03182   

0.035 
elevated_blood_press

0.034 
malaise_and_fatigue_

0.034 
other_and_unspecifie

15/100

-1.0


0.023 
office_or_other_outp

0.023 
office_consultation_

0.022 
postinflammatory_pul

0.022 
unlisted_chemistry_p

0.020 
dermatophytosis_of_n

0.020 
pain_in_limb_7295   

0.020 
comprehensive_metabo

0.020 
cytopathology,_fluid

0.020 
hepatic_function_pan

0.019 
nonspecific_abnormal

0.019 
antibody;_borrelia_b

0.018 
creatinine;_other_so

0.018 
supervision_of_norma

0.018 
unspecified_general_

0.018 
degeneration_of_cerv

60/100

-1.0


0.039 
critical_care,_evalu

0.037 
morphine_d00308     

0.036 
radiologic_examinati

0.029 
magnesium_c83735    

0.029 
hyposmolality_and/or

0.026 
respiratory_flow_vol

0.026 
cystic_fibrosis_with

0.023 
phosphorus_inorganic

0.023 
comprehensive_metabo

0.023 
prolactin_c84146    

0.023 
hydronephrosis_591  

0.022 
other_specified_vira

0.022 
labetalol_d00016    

0.022 
heart_disease,_unspe

0.021 
other_plastic_surger

11/100

-1.0


0.079 
infertility,_female,

0.070 
thyroid_stimulating_

0.034 
collection_of_venous

0.034 
bronchitis,_not_spec

0.029 
estradiol_c82670    

0.029 
casanthranol-docusat

0.028 
infectious_agent_det

0.028 
fluconazole_d00071  

0.027 
infertility,_female,

0.027 
supervision_of_high-

0.026 
lisinopril_d00732   

0.026 
epinephrine_d00699  

0.026 
shortness_of_breath_

0.024 
levofloxacin_d04109 

0.024 
office_or_other_outp

20/100

-0.9


0.029 
level_c88305        

0.027 
desogestrel-ethinyl_

0.026 
cardiovascular_stres

0.026 
office_or_other_outp

0.025 
initial_observation_

0.024 
fibrin_degradation_p

0.024 
need_for_prophylacti

0.024 
screening_for_malign

0.023 
encounter_for_long-t

0.023 
ultrasound,_pelvic_(

0.023 
therapeutic,_prophyl

0.023 
diagnostic_mammograp

0.022 
diseases_of_tricuspi

0.022 
hemorrhage_of_gastro

0.022 
magnesium_sulfate_d0

71/100

-0.9


0.118 
cardiac_pacemaker_in

0.099 
sinoatrial_node_dysf

0.068 
electronic_analysis_

0.043 
aortic_valve_disorde

0.038 
atrioventricular_blo

0.032 
abdominal_aortic_ane

0.031 
radiologic_examinati

0.031 
respiratory_failure_

0.031 
endocarditis,_valve_

0.028 
emergency_department

0.028 
heart_valve_replaced

0.027 
electrocardiogram,_r

0.026 
pathology_consultati

0.025 
routine_infant_or_ch

0.024 
pneumonitis_due_to_i

36/100

-0.9


0.141 
electrolyte_panel_th

0.104 
basic_metabolic_pane

0.080 
type_ii_diabetes_mel

0.061 
hemoglobin;_glycated

0.058 
type_i_diabetes_mell

0.052 
postoperative_follow

0.047 
gonadotropin,_chorio

0.046 
office_or_other_outp

0.039 
diabetes_mellitus_ty

0.036 
gonadotropin,_chorio

0.034 
subsequent_hospital_

0.034 
other_postsurgical_s

0.033 
culture,_presumptive

0.031 
unspecified_sinusiti

0.030 
encounter_for_unspec

8/100

-0.9


0.043 
phosphorus_inorganic

0.041 
malignant_neoplasm_o

0.029 
secondary_malignant_

0.028 
radiologic_examinati

0.027 
respiratory_failure_

0.026 
blood_count;_complet

0.025 
urinary_frequency_78

0.023 
initial_inpatient_co

0.023 
therapeutic_procedur

0.022 
malignant_neoplasm_o

0.022 
office_or_other_outp

0.021 
magnesium_c83735    

0.021 
other_malignant_lymp

0.021 
metoclopramide_d0029

0.021 
meperidine_d00017   

31/100

-0.8


0.028 
unlisted_chemistry_p

0.027 
office_or_other_outp

0.026 
level_v_-_surgical_p

0.025 
pain_in_limb_7295   

0.021 
office_consultation_

0.021 
displacement_of_lumb

0.020 
pain_in_joint_involv

0.020 
pain_in_joint_involv

0.019 
comprehensive_metabo

0.019 
prostate_specific_an

0.019 
migraine,_unspecifie

0.018 
colorectal_cancer_sc

0.018 
chlorhexidine_topica

0.018 
radiologic_examinati

0.018 
fluoroscopic_guidanc

81/100

-0.8


0.046 
initial_hospital_car

0.039 
office_or_other_outp

0.039 
troponin,_quantitati

0.038 
alcohol_abuse,_unspe

0.033 
spirometry,_includin

0.033 
potassium_chloride_d

0.032 
urinalysis,_by_dip_s

0.032 
other,_mixed,_or_uns

0.031 
other_chest_pain_786

0.031 
office_or_other_outp

0.031 
handling_and/or_conv

0.030 
hepatitis_a_vaccine,

0.029 
abdominal_pain,_righ

0.029 
fall_from_other_slip

0.029 
screening_for_other_

74/100

-0.8


0.045 
unspecified_chest_pa

0.027 
enthesopathy_of_spec

0.026 
hemogram,_automated_

0.025 
missed_abortion_632 

0.025 
electrocardiogram,_r

0.024 
pain_in_joint_involv

0.024 
initial_comprehensiv

0.023 
acetaminophen-codein

0.022 
urea_nitrogen;_quant

0.022 
benign_essential_hyp

0.022 
unspecified_hearing_

0.022 
electrocardiogram,_r

0.022 
fetal_monitoring_dur

0.021 
at_least_one_prescri

0.021 
calcifediol_(25-oh_v

59/100

-0.8


0.134 
therapeutic_procedur

0.095 
manual_therapy_techn

0.077 
office_consultation_

0.073 
office_or_other_outp

0.049 
backache,_unspecifie

0.038 
physical_therapy_eva

0.036 
blood,_occult,_by_pe

0.036 
application_of_a_mod

0.034 
initial_comprehensiv

0.032 
nitrofurantoin_d0011

0.032 
urine_pregnancy_test

0.030 
calcium;_total_c8231

0.030 
phosphatase,_alkalin

0.029 
amoxicillin-clavulan

0.027 
asthma,_unspecified_

86/100

-0.8


0.124 
gonadotropin,_chorio

0.110 
lipid_panel_this_pan

0.109 
unspecified_essentia

0.078 
urine_pregnancy_test

0.055 
obesity,_unspecified

0.050 
ethinyl_estradiol-no

0.044 
heterophile_antibodi

0.039 
unspecified_symptom_

0.038 
blood_count;_blood_s

0.038 
abdominal_pain,_righ

0.038 
other_and_unspecifie

0.036 
basic_metabolic_pane

0.036 
encounter_for_unspec

0.036 
dysplasia_of_cervix_

0.034 
unspecified_pleural_

47/100

-0.8


0.030 
unspecified_nutritio

0.027 
initial_inpatient_co

0.027 
unspecified_essentia

0.027 
lipid_panel_this_pan

0.027 
elderly_primigravida

0.027 
office_or_other_outp

0.026 
special_stains_(list

0.026 
urea_nitrogen;_quant

0.025 
noninvasive_ear_or_p

0.025 
immunoassay_for_infe

0.024 
schizo-affective_typ

0.024 
family_history_of_ma

0.024 
screening_for_unspec

0.023 
immunocytochemistry_

0.023 
need_for_prophylacti

35/100

-0.7


0.029 
basic_metabolic_pane

0.028 
ketorolac_d00273    

0.024 
prothrombin_time_c85

0.021 
apap/butalbital/caff

0.021 
pulmonary_congestion

0.020 
postoperative_follow

0.020 
aspirin_d00170      

0.020 
acute_upper_respirat

0.020 
other_chronic_pain_3

0.019 
colorectal_cancer_sc

0.019 
comprehensive_metabo

0.019 
medroxyprogesterone_

0.019 
infectious_agent_det

0.019 
lansoprazole_d00149 

0.018 
anorexia_7830       

52/100

-0.7


0.047 
thyroid_stimulating_

0.024 
nontoxic_uninodular_

0.024 
malignant_neoplasm_o

0.024 
intramural_leiomyoma

0.023 
collection_of_venous

0.022 
lactate_dehydrogenas

0.021 
casanthranol-docusat

0.021 
need_for_prophylacti

0.021 
computed_tomography,

0.021 
ultrasound,_soft_tis

0.020 
electrolyte_panel_th

0.020 
emergency_department

0.019 
other_viral_diseases

0.019 
nontoxic_multinodula

0.019 
azithromycin_d00091 

89/100

-0.6


0.089 
radiologic_examinati

0.049 
preoperative_examina

0.047 
glucose;_quantitativ

0.042 
critical_care,_evalu

0.038 
carbon_dioxide_(bica

0.037 
phosphatase,_alkalin

0.033 
radiologic_examinati

0.031 
unspecified_pleural_

0.031 
cholesterol,_serum_o

0.030 
subsequent_hospital_

0.030 
calcifediol_(25-oh_v

0.030 
electrocardiogram,_r

0.029 
comprehensive_metabo

0.029 
subsequent_hospital_

0.028 
antibody;_hiv-1_and_

75/100

-0.6


0.149 
photochemotherapy;_t

0.130 
other_psoriasis_and_

0.046 
regional_enteritis_o

0.041 
casanthranol-docusat

0.029 
unlisted_chemistry_p

0.028 
cyst_of_kidney,_acqu

0.026 
blood_count;_complet

0.026 
ulcerative_colitis,_

0.026 
colorectal_cancer_sc

0.026 
omeprazole_d00325   

0.024 
emergency_department

0.024 
drug_screen,_qualita

0.024 
antibody;_helicobact

0.023 
lipoprotein,_direct_

0.022 
mononeuritis_of_unsp

65/100

-0.6


0.156 
other_suspected_mate

0.092 
culture,_bacterial;_

0.052 
ibuprofen_d00015    

0.048 
alcohol_abuse,_unspe

0.040 
functional_diarrhea_

0.040 
periodic_comprehensi

0.039 
troponin,_qualitativ

0.038 
magnesium_sulfate_d0

0.037 
preoperative_cardiov

0.036 
radiologic_examinati

0.036 
overexertion_and_str

0.035 
screening_for_malign

0.035 
nephelometry,_each_a

0.035 
pneumococcal_polysac

0.034 
abdominal_pain,_unsp

45/100

-0.6


0.030 
phosphorus_inorganic

0.029 
magnesium_c83735    

0.026 
blood_count;_complet

0.026 
swelling,_mass,_or_l

0.025 
malignant_neoplasm_o

0.024 
radiologic_examinati

0.023 
psychiatric_diagnost

0.022 
malignant_neoplasm_o

0.022 
neoplasm_of_unspecif

0.022 
decalcification_proc

0.022 
hemorrhage_of_gastro

0.021 
critical_care,_evalu

0.021 
malignant_neoplasm_o

0.021 
labetalol_d00016    

0.021 
cyclophosphamide_d00

88/100

-0.6


0.053 
unspecified_chest_pa

0.040 
hemogram,_automated_

0.033 
glucose;_quantitativ

0.032 
bilirubin;_total_c82

0.030 
osteoarthrosis,_unsp

0.029 
culture,_presumptive

0.028 
bilirubin;_total_and

0.028 
fluorescent_noninfec

0.027 
unspecified_sleep_di

0.027 
atorvastatin_d04105 

0.027 
constipation_5640   

0.026 
acetaminophen-hydroc

0.025 
calcifediol_(25-oh_v

0.025 
malignant_neoplasm_o

0.025 
individual_psychothe

1/100

-0.5


0.055 
unspecified_chest_pa

0.030 
at_least_one_prescri

0.026 
other_disorders_of_m

0.025 
ethinyl_estradiol-le

0.023 
bisacodyl_d01015    

0.023 
missed_abortion_632 

0.022 
abnormality_of_gait_

0.022 
lamotrigine_d03809  

0.022 
glucose;_quantitativ

0.022 
unspecified_viral_in

0.022 
enthesopathy_of_spec

0.021 
allergic_rhinitis,_c

0.021 
depressive_disorder,

0.021 
ultrasound,_pregnant

0.020 
tetanus,_diphtheria_

17/100

-0.5


0.241 
atrial_fibrillation_

0.196 
encounter_for_long-t

0.185 
prothrombin_time_c85

0.034 
collection_of_venous

0.032 
loss_of_weight_78321

0.031 
disorder_of_bone_and

0.030 
routine_venipuncture

0.030 
cough_7862          

0.028 
digoxin_c80162      

0.028 
nausea_with_vomiting

0.026 
enlargement_of_lymph

0.025 
other_malaise_and_fa

0.025 
emergency_department

0.023 
anxiety_state,_unspe

0.023 
quetiapine_d04220   

55/100

-0.5


0.077 
urine_pregnancy_test

0.057 
prostate_specific_an

0.047 
conjugated_estrogens

0.039 
other_specified_preo

0.038 
other_screening_mamm

0.037 
office_consultation_

0.037 
acute_sinusitis,_uns

0.034 
other_and_unspecifie

0.033 
therapeutic,_prophyl

0.033 
abdominal_pain,_gene

0.032 
oxycodone_d00329    

0.030 
screening_mammograph

0.030 
impotence_of_organic

0.029 
calculus_of_kidney_5

0.029 
acute_bronchitis_466

12/100

-0.4


0.030 
blood_count;_complet

0.029 
hepatic_function_pan

0.027 
need_for_prophylacti

0.027 
blood_count;_hematoc

0.024 
creatine_c82540     

0.023 
infectious_agent_ant

0.023 
collection_of_venous

0.022 
adjustment_reaction_

0.022 
other_specified_dise

0.022 
aortic_valve_disorde

0.022 
blood,_occult,_by_pe

0.021 
valacyclovir_d03838 

0.021 
destruction_(eg,_las

0.021 
heparin_d00252      

0.021 
cytopathology,_cervi

94/100

-0.3


0.040 
malignant_neoplasm_o

0.037 
malignant_neoplasm_o

0.034 
phosphorus_inorganic

0.034 
blood_count;_complet

0.029 
blood_count;_complet

0.026 
acute,_but_ill-defin

0.024 
hodgkin's_disease,_u

0.024 
renal_failure,_unspe

0.024 
tachycardia,_unspeci

0.023 
urinary_incontinence

0.022 
hemogram,_automated_

0.022 
vancomycin_c80202   

0.022 
clonidine_d00044    

0.021 
dietary_surveillance

0.021 
smear,_primary_sourc

34/100

-0.3


0.049 
emergency_department

0.042 
bupropion_d00181    

0.036 
emergency_department

0.032 
other_convulsions_78

0.029 
periodic_comprehensi

0.028 
loratadine_d03050   

0.028 
treatment_of_speech,

0.027 
otalgia,_unspecified

0.025 
injection_or_infusio

0.025 
poor_fetal_growth,_a

0.025 
levonorgestrel_d0055

0.024 
senna_d01013        

0.023 
diagnostic_mammograp

0.022 
potassium;_serum_c84

0.022 
contact_dermatitis_a

4/100

-0.3


0.035 
electrocardiogram,_r

0.032 
type_i_diabetes_mell

0.029 
type_ii_diabetes_mel

0.029 
polyneuropathy_in_di

0.028 
abnormal_weight_gain

0.028 
ondansetron_d00867  

0.027 
type_i_diabetes_mell

0.027 
basic_metabolic_pane

0.027 
shortness_of_breath_

0.026 
hemorrhage_of_gastro

0.026 
dietary_surveillance

0.026 
office_or_other_outp

0.025 
cytopathology,_slide

0.025 
droperidol_d00219   

0.025 
other_emphysema_4928

39/100

-0.1


0.039 
level_c88305        

0.038 
urinalysis,_by_dip_s

0.037 
routine_general_medi

0.035 
cytopathology,_cervi

0.034 
infectious_agent_ant

0.034 
office_or_other_outp

0.034 
cardiomegaly_4293   

0.033 
drug_screen,_qualita

0.032 
office_consultation_

0.031 
memory_loss_78093   

0.031 
dysplasia_of_cervix_

0.029 
nonspecific_abnormal

0.028 
thyroxine;_free_c844

0.026 
radiologic_examinati

0.026 
other_and_unspecifie

68/100

-0.1


0.123 
intensity_modulated_

0.079 
radiotherapy_encount

0.044 
magnesium_c83735    

0.030 
thromboplastin_time,

0.029 
continuing_medical_p

0.027 
stereoscopic_x-ray_g

0.027 
radiation_treatment_

0.024 
malignant_neoplasm_o

0.023 
venous_catheterizati

0.023 
magnetic_resonance_(

0.023 
colorectal_cancer_sc

0.023 
other_disorders_of_m

0.023 
malignant_neoplasm_o

0.023 
hydronephrosis_591  

0.023 
magnetic_resonance_(

64/100

-0.1


0.035 
thromboplastin_time,

0.031 
glucose;_quantitativ

0.030 
unspecified_pleural_

0.029 
electrocardiogram,_r

0.027 
unspecified_transien

0.026 
lvp_solution_d04128 

0.024 
acute,_but_ill-defin

0.024 
cytopathology,_selec

0.024 
computed_tomography,

0.023 
cerebral_artery_occl

0.022 
dipropylacetic_acid_

0.021 
office_consultation_

0.020 
acetaminophen-hydroc

0.020 
cholesterol,_serum_o

0.020 
other_malaise_and_fa

24/100

-0.0


0.042 
acute_myeloid_leukem

0.038 
blood_count;_complet

0.037 
magnesium_c83735    

0.035 
complications_of_bon

0.033 
subsequent_hospital_

0.029 
cyclosporine_c80158 

0.027 
radiologic_examinati

0.026 
blood_count;_complet

0.026 
cholesterol,_serum_o

0.026 
doxycycline_d00037  

0.025 
electrocardiogram,_r

0.025 
renal_failure,_unspe

0.024 
other_postsurgical_s

0.024 
estradiol_d00537    

0.024 
actinic_keratosis_70

27/100

-0.0


0.131 
subsequent_hospital_

0.055 
subsequent_hospital_

0.053 
radiologic_examinati

0.051 
subsequent_hospital_

0.041 
office_consultation_

0.041 
carbon_dioxide_(bica

0.040 
unspecified_chest_pa

0.039 
preoperative_examina

0.037 
diclofenac_d00848   

0.036 
lovastatin_d00280   

0.033 
antibody;_helicobact

0.032 
comprehensive_metabo

0.030 
injection,_anestheti

0.030 
office_or_other_outp

0.029 
electrocardiogram,_r

42/100

-0.0


0.046 
abdominal_pain,_left

0.041 
office_or_other_outp

0.040 
initial_hospital_car

0.036 
other_specified_card

0.036 
protein;_total,_exce

0.035 
vomiting_alone_78703

0.034 
escitalopram_d04812 

0.034 
handling_and/or_conv

0.033 
creatine_kinase_(ck)

0.033 
troponin,_quantitati

0.032 
computed_tomography,

0.031 
initial_hospital_car

0.031 
coronal,_sagittal,_m

0.031 
cytopathology,_cervi

0.030 
varenicline_d05807  

97/100

0.0


0.038 
routine_general_medi

0.030 
ferritin_c82728     

0.027 
constipation,_unspec

0.025 
need_for_prophylacti

0.024 
hepatitis_b_vaccine,

0.023 
moxifloxacin_d04500 

0.022 
abdominal_pain,_gene

0.022 
lumbar_sprain_8472  

0.021 
hepatitis_a_vaccine,

0.021 
pain_in_joint_involv

0.021 
diphenhydramine_d002

0.021 
injection,_anestheti

0.021 
culture,_bacterial;_

0.021 
cephalexin_d00096   

0.021 
daily_hospital_manag

46/100

0.1


0.033 
office_or_other_outp

0.032 
other_unknown_and_un

0.031 
upper_gastrointestin

0.030 
other_abnormal_blood

0.029 
folic_acid;_serum_c8

0.029 
cervicitis_and_endoc

0.028 
lipase_c83690       

0.027 
other_specified_diso

0.027 
computed_tomography,

0.027 
cytopathology,_smear

0.026 
obstructive_hydrocep

0.026 
nonspecific_abnormal

0.026 
special_stains_(list

0.025 
calciferol_(vitamin_

0.025 
ceftriaxone_d00052  

87/100

0.1


0.084 
congestive_heart_fai

0.043 
electrolyte_panel_th

0.043 
radiologic_examinati

0.037 
lipase_c83690       

0.037 
albumin;_urine,_micr

0.035 
basic_metabolic_pane

0.032 
other_primary_cardio

0.029 
cholesterol,_serum_o

0.028 
constipation_5640   

0.028 
omeprazole_d00325   

0.028 
electrocardiogram,_r

0.027 
electrocardiogram,_r

0.027 
multivitamin_d03140 

0.027 
furosemide_d00070   

0.027 
fever,_unspecified_7

53/100

0.1


0.067 
adjustment_reaction_

0.044 
individual_psychothe

0.038 
unlisted_chemistry_p

0.035 
routine_general_medi

0.035 
sedimentation_rate,_

0.033 
other_specified_pers

0.033 
need_for_prophylacti

0.032 
cough_7862          

0.029 
cervical_or_vaginal_

0.028 
amylase_c82150      

0.027 
unspecified_adjustme

0.027 
rash_and_other_nonsp

0.027 
other_and_unspecifie

0.027 
triglycerides_c84478

0.027 
diverticulosis_of_co

21/100

0.3


0.029 
need_for_prophylacti

0.028 
fluticasone-salmeter

0.025 
routine_general_medi

0.025 
dysplasia_of_cervix_

0.025 
methylprednisolone_d

0.024 
medical_nutrition_th

0.024 
montelukast_d04289  

0.024 
conjugated_estrogens

0.024 
urine_pregnancy_test

0.023 
office_or_other_outp

0.023 
antibody;_cytomegalo

0.022 
ipratropium_d00265  

0.022 
enthesopathy_of_hip_

0.022 
gout,_unspecified_27

0.022 
amlodipine_d00689   

76/100

0.3


0.033 
basic_metabolic_pane

0.030 
screening_for_malign

0.026 
comprehensive_metabo

0.024 
hemorrhage_of_gastro

0.023 
atenolol_d00004     

0.022 
unspecified_chest_pa

0.022 
creatinine;_blood_c8

0.022 
other_specified_coun

0.022 
renal_function_panel

0.021 
simvastatin_d00746  

0.021 
abdominal_pain,_othe

0.021 
radiologic_examinati

0.020 
unspecified_intestin

0.020 
computed_tomography,

0.020 
electrolyte_panel_th

63/100

0.6


0.044 
chronic_renal_failur

0.037 
renal_failure,_unspe

0.036 
hemodialysis_procedu

0.036 
blood_count;_complet

0.035 
blood_count;_complet

0.030 
hemogram,_automated_

0.030 
dalteparin_d03812   

0.026 
computed_tomography,

0.025 
end_stage_renal_dise

0.025 
chronic_kidney_disea

0.022 
vaginitis_and_vulvov

0.022 
aminophylline_d00758

0.022 
screening_mammograph

0.022 
other_dyspnea_and_re

0.022 
alendronate_d03849  

72/100

0.6


0.056 
budesonide_d04276   

0.040 
lipid_panel_this_pan

0.035 
basic_metabolic_pane

0.032 
closed_fracture_of_m

0.032 
unspecified_essentia

0.032 
fibrin_degradation_p

0.030 
infective_otitis_ext

0.030 
fluoxetine_d00236   

0.029 
immunocytochemistry_

0.029 
level_v_-_surgical_p

0.029 
radiologic_examinati

0.028 
ethinyl_estradiol-le

0.028 
nicotine_d00316     

0.027 
lidocaine_topical_d0

0.027 
phenytoin;_total_c80

41/100

1.4


0.059 
magnesium_c83735    

0.040 
self-care/home_manag

0.038 
dual-energy_x-ray_ab

0.036 
amoxicillin_d00088  

0.036 
blood_count;_complet

0.036 
lipoma_of_other_skin

0.035 
psychiatric_diagnost

0.034 
azithromycin_d00091 

0.031 
preoperative_cardiov

0.031 
arthropathy,_unspeci

0.030 
smear,_primary_sourc

0.029 
unspecified_acute_re

0.029 
nephelometry,_each_a

0.029 
renal_function_panel

0.029 
benign_neoplasm_of_c