Use of Risk Adjustment Models for Provider Reimbursements - Text Mining Techniques for Healthcare Provider Quality Determination - page 375

Table 12. Clusters of diagnoses

Cluster
Codes for
4 or Fewer
Codes

Translation of Codes Cluster

Codes for
5 or More
Codes

Translation of Codes

V1582, 7802,
27800, 2768,
27651, 5180

History of tobacco use, Syncope and collapse,
Obesity, unspecified, Hypopotassemia, Dehy-
dration, Pulmonary collapse

2761, 486,
51881, 0389,
4280, 78659

Hyposmolality and/or hyponatremia, Pneumonia, organ-
ism unspecified, Unspecified septicemia, Congestive heart
failure, unspecified, Chest pain

2720, 4019,
2724, v4581,
41401,
25000

Pure hypercholesterolemia, Essential hyperten-
sion, Other and unspecified hyperlipidemia,
Aortocoronary bypass status, Coronary ath-
erosclerosis, Diabetes mellitus

41400,
42731, 4111,
4280, v4582

Coronary atherosclerosis, Atrial fibrillation, Intermediate
coronary syndrome, Congestive heart failure, Percutaneous
transluminal coronary angioplasty status

496, 2765,
0389, 486,
42731,
49121

Chronic airway obstruction, not elsewhere
classified, Volume depletion, Unspecified septi-
cemia, Pneumonia, organism unspecified,Atrial
fibrillation, Obstructive chronic bronchitis with
(acute) exacerbation

73300,
71590,
2720, 49390,
53081, 4019

Osteoporosis, unspecified, Osteoarthrosis, unspecified
whether generalized or localized, Pure hypercholester-
olemia, Asthma, unspecified, Esophageal reflux, Essential
hypertension

41401,
42731,
v5789,
40391, 5849,
4254

Coronary atherosclerosis, Atrial fibrillation,
Other specified rehabilitation procedure,
Hypertensive chronic kidney disease, Acute
renal failure, unspecified, Other primary car-
diomyopathies

42789,
27800, 7802,
496, 2449,
3051

Other specified cardiac dysrhythmias, Obesity, unspeci-
fied, Syncope and collapse, Chronic airway obstruction,
not elsewhere classified, Unspecified hypothyroidism,
Tobacco use disorder

30500,
29620,
30560,
49390, 2989,
30391

Alcohol abuse, Major depressive disorder, single
episode, Cocaine abuse, Asthma, unspecified,
Unspecified psychosis, Other and unspecified
alcohol dependence

2449, 2720,
25000,
53081, 2724,
3051

Unspecified hypothyroidism, Pure hypercholesterolemia,
Diabetes mellitus, Esophageal reflux, Other and unspecified
hyperlipidemia, Tobacco use disorder

2189, 5770,
27800, 6262,
5601, 2181

Leiomyoma of uterus, unspecified, Acute
pancreatitis, Obesity, unspecified, Excessive
or frequent menstruation, Paralytic ileus, In-
tramural leiomyoma of uterus

30560,
30391,
30500,
78039,
29181,
29680

Cocaine abuse, Other and unspecified alcohol dependence,
Alcohol abuse, Other convulsions, Alcohol withdrawal,
Bipolar disorder, unspecified

30520,
72210,
3051, 49390,
30401, 5409

Cannabis abuse, Lumbar intervertebral disc
without myelopathy, Tobacco use disorder,
Asthma, unspecified, Opioid type dependence,
Appendicitis without mention of perforation,
peritonitis, or rupture

2800, 1977,
1985, 9974,
1970, 27651

Iron deficiency anemias (secondary to blood loss), Second-
ary malignant neoplasm of respiratory and digestive systems
(secondary to liver), Secondary malignant neoplasm of
other specified sites (bone and bone marrow), Digestive
system complications, Secondary malignant neoplasm
of respiratory and digestive systems (secondary to lung),
Dehydration

2449, 2859,
2720, 4019,
25000, 5990

Unspecified hypothyroidism,Anemia, unspeci-
fied, Pure hypercholesterolemia, Unspecified
hypertension, Diabetes Mellitus, Urinary tract
infection, site not specified

4241, 4240,
4271, 42732,
41071, 4280

Aortic valve disorders, Mitral valve disorders, Paroxysmal
ventricular tachycardia,Atrial flutter, Subendocardial infarc-
tion, Congestive heart failure, unspecified

7470, v053,
6851, 79099,
7852

Patent ductus arteriosus, Viral hepatitis, Pi-
lonidal cyst, Other nonspecific findings on
examination of blood, Undiagnosed cardiac
murmurs

29410, 3310,
0414, 2765,
5990, 5589

46610, 008,
2765, 00861,
07999

Acute bronchiolitis, Intestinal infections due to
other organisms, Volume depletion, Rotavirus,
Unspecified viral infection

29410, 3310,
0414, 2765,
5990, 5589

Dementia in conditions classified elsewhere without
behavioral disturbance, Alzheimer's disease, Escherichia
coli [E.coli], Volume depletion, Urinary tract infection,
site not specified, Other and unspecified noninfectious
gastroenteritis and colitis