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. Author manuscript; available in PMC: 2017 Mar 8.
Published in final edited form as: JMLR Workshop Conf Proc. 2016 Dec 10;56:301–318.

Table 4.

Comparison of the diagnoses by Doctor AI for a frequent and an infrequent disease code after 200 time step.

Hypertension Klinefelter’s syndrome

ICD9 Description ICD9 Description

401 Essential hypertension 272 Disorders of lipoid metabolism
272 Disorders of lipoid metabolism V70 General medical examination
786 Symptoms involving respiratory system and other chest symptoms V04 Need for prophylactic vaccination and inoculation against certain diseases
V06 Need for prophylactic vaccination and inoculation against combinations of diseases 730 Osteomyelitis, periostitis, and other infections involving bone
790 Nonspecific findings on examination of blood 780 General symptoms
V76 Special screening for malignant neoplasms 783 Symptoms concerning nutrition, metabolism, and development
V04 Need for prophylactic vaccination and inoculation against certain diseases 295 Schizophrenic disorders
V70 General medical examination V76 Special screening for malignant neoplasms
780 General symptoms 141 Malignant neoplasm of tongue
276 Disorders of fluid, electrolyte, and acid-base balance V06 Need for prophylactic vaccination and inoculation against combinations of diseases
782 Symptoms involving skin and other integumentary tissue 250 Diabetes mellitus
268 Vitamin D deficiency 782 Symptoms involving skin and other integumentary tissue
719 Other and unspecified disorders of joint 786 Symptoms involving respiratory system and other chest symptoms
427 Cardiac dysrhythmias 208 Leukemia of unspecified cell type
380 Disorders of external ear 401 Essential hypertension
250 Diabetes mellitus 790 Nonspecific findings on examination of blood
599 Other disorders of urethra and urinary tract 280 Iron deficiency anemias
V72 Special investigations and examinations 607 Disorders of penis
789 Other symptoms involving abdomen and pelvis 281 Other deficiency anemias
729 Other disorders of soft tissues V03 Need for prophylactic vaccination and inoculation against bacterial diseases
682 Other cellulitis and abscess 332 Parkinson’s disease
V03 Need for prophylactic vaccination and inoculation against bacterial diseases 255 Disorders of adrenal glands
724 Other and unspecified disorders of back 799 Other ill-defined and unknown causes of morbidity and mortality
V58 Encounter for other and unspecified procedures and aftercare 244 Acquired hypothyroidism
278 Overweight, obesity and other hyperalimentation V58 Encounter for other and unspecified procedures and aftercare
V82 Special screening for other conditions 151 Malignant neoplasm of stomach
V65 Other persons seeking consultation 294 Persistent mental disorders due to conditions classified elsewhere
585 Chronic kidney disease (CKD) V72 Special investigations and examinations
274 Gout 344 Other paralytic syndromes
V49 Other conditions inuencing health status 146 Malignant neoplasm of oropharynx